diff --git a/ast/dml.go b/ast/dml.go
index 1cb75897b0e73..d3f6575dee0fe 100644
--- a/ast/dml.go
+++ b/ast/dml.go
@@ -661,12 +661,13 @@ func (n *Assignment) Accept(v Visitor) (Node, bool) {
 type LoadDataStmt struct {
 	dmlNode
 
-	IsLocal    bool
-	Path       string
-	Table      *TableName
-	Columns    []*ColumnName
-	FieldsInfo *FieldsClause
-	LinesInfo  *LinesClause
+	IsLocal     bool
+	Path        string
+	Table       *TableName
+	Columns     []*ColumnName
+	FieldsInfo  *FieldsClause
+	LinesInfo   *LinesClause
+	IgnoreLines uint64
 }
 
 // Accept implements Node Accept interface.
diff --git a/executor/builder.go b/executor/builder.go
index f371b0a21da4f..ceb0245c8a17f 100644
--- a/executor/builder.go
+++ b/executor/builder.go
@@ -564,6 +564,7 @@ func (b *executorBuilder) buildLoadData(v *plan.LoadData) Executor {
 			Table:        tbl,
 			FieldsInfo:   v.FieldsInfo,
 			LinesInfo:    v.LinesInfo,
+			IgnoreLines:  v.IgnoreLines,
 			Ctx:          b.ctx,
 			columns:      columns,
 		},
diff --git a/executor/executor_test.go b/executor/executor_test.go
index 039bb2cdb53d0..6ab4b4bbcb755 100644
--- a/executor/executor_test.go
+++ b/executor/executor_test.go
@@ -292,7 +292,9 @@ type testCase struct {
 
 func checkCases(tests []testCase, ld *executor.LoadDataInfo,
 	c *C, tk *testkit.TestKit, ctx sessionctx.Context, selectSQL, deleteSQL string) {
+	origin := ld.IgnoreLines
 	for _, tt := range tests {
+		ld.IgnoreLines = origin
 		c.Assert(ctx.NewTxn(), IsNil)
 		ctx.GetSessionVars().StmtCtx.DupKeyAsWarning = true
 		ctx.GetSessionVars().StmtCtx.BadNullAsWarning = true
diff --git a/executor/load_data.go b/executor/load_data.go
index afe7b61f5bce3..46e9eb99c9c0a 100644
--- a/executor/load_data.go
+++ b/executor/load_data.go
@@ -88,13 +88,14 @@ func (e *LoadDataExec) Open(ctx context.Context) error {
 type LoadDataInfo struct {
 	*InsertValues
 
-	row        []types.Datum
-	Path       string
-	Table      table.Table
-	FieldsInfo *ast.FieldsClause
-	LinesInfo  *ast.LinesClause
-	Ctx        sessionctx.Context
-	columns    []*table.Column
+	row         []types.Datum
+	Path        string
+	Table       table.Table
+	FieldsInfo  *ast.FieldsClause
+	LinesInfo   *ast.LinesClause
+	IgnoreLines uint64
+	Ctx         sessionctx.Context
+	columns     []*table.Column
 }
 
 // SetMaxRowsInBatch sets the max number of rows to insert in a batch.
@@ -235,6 +236,10 @@ func (e *LoadDataInfo) InsertData(prevData, curData []byte) ([]byte, bool, error
 			curData = nil
 		}
 
+		if e.IgnoreLines > 0 {
+			e.IgnoreLines--
+			continue
+		}
 		cols, err := e.getFieldsFromLine(line)
 		if err != nil {
 			return nil, false, errors.Trace(err)
diff --git a/executor/write_test.go b/executor/write_test.go
index 30fa336e9d296..9427972d83f2e 100644
--- a/executor/write_test.go
+++ b/executor/write_test.go
@@ -1635,6 +1635,25 @@ func (s *testSuite) TestLoadDataSpecifiedColumns(c *C) {
 	checkCases(tests, ld, c, tk, ctx, selectSQL, deleteSQL)
 }
 
+func (s *testSuite) TestLoadDataIgnoreLines(c *C) {
+	tk := testkit.NewTestKit(c, s.store)
+	tk.MustExec("use test; drop table if exists load_data_test;")
+	tk.MustExec("CREATE TABLE load_data_test (id INT NOT NULL PRIMARY KEY, value TEXT NOT NULL) CHARACTER SET utf8")
+	tk.MustExec("load data local infile '/tmp/nonexistence.csv' into table load_data_test ignore 1 lines")
+	ctx := tk.Se.(sessionctx.Context)
+	ld, ok := ctx.Value(executor.LoadDataVarKey).(*executor.LoadDataInfo)
+	c.Assert(ok, IsTrue)
+	defer ctx.SetValue(executor.LoadDataVarKey, nil)
+	c.Assert(ld, NotNil)
+	tests := []testCase{
+		{nil, []byte("1\tline1\n2\tline2\n"), []string{"2|line2"}, nil},
+		{nil, []byte("1\tline1\n2\tline2\n3\tline3\n"), []string{"2|line2", "3|line3"}, nil},
+	}
+	deleteSQL := "delete from load_data_test"
+	selectSQL := "select * from load_data_test;"
+	checkCases(tests, ld, c, tk, ctx, selectSQL, deleteSQL)
+}
+
 func (s *testSuite) TestBatchInsertDelete(c *C) {
 	originLimit := atomic.LoadUint64(&kv.TxnEntryCountLimit)
 	defer func() {
diff --git a/parser/parser.y b/parser/parser.y
index a45a619322056..49ba524035805 100644
--- a/parser/parser.y
+++ b/parser/parser.y
@@ -804,6 +804,7 @@ import (
 	OptBinMod		"Optional BINARY mode"
 	OptCharset		"Optional Character setting"
 	OptCollate		"Optional Collate setting"
+	IgnoreLines		"Ignore num(int) lines"
 	NUM			"A number"
 	NumList			"Some numbers"
 	LengthNum		"Field length num(uint64)"
@@ -6894,12 +6895,13 @@ RevokeStmt:
  * See https://dev.mysql.com/doc/refman/5.7/en/load-data.html
  *******************************************************************************************/
 LoadDataStmt:
-	"LOAD" "DATA" LocalOpt "INFILE" stringLit "INTO" "TABLE" TableName CharsetOpt Fields Lines ColumnNameListOptWithBrackets
+	"LOAD" "DATA" LocalOpt "INFILE" stringLit "INTO" "TABLE" TableName CharsetOpt Fields Lines IgnoreLines ColumnNameListOptWithBrackets
 	{
 		x := &ast.LoadDataStmt{
 			Path:       $5,
 			Table:      $8.(*ast.TableName),
-			Columns:    $12.([]*ast.ColumnName),
+			Columns:    $13.([]*ast.ColumnName),
+			IgnoreLines:$12.(uint64),
 		}
 		if $3 != nil {
 			x.IsLocal = true
@@ -6913,6 +6915,15 @@ LoadDataStmt:
 		$$ = x
 	}
 
+IgnoreLines:
+    {
+        $$ = uint64(0)
+    }
+|   "IGNORE" NUM "LINES"
+    {
+        $$ = getUint64FromNUM($2)
+    }
+
 CharsetOpt:
 	{}
 |	"CHARACTER" "SET" CharsetName
diff --git a/parser/parser_test.go b/parser/parser_test.go
index 63516a6df5f1e..771b96f4ed063 100644
--- a/parser/parser_test.go
+++ b/parser/parser_test.go
@@ -389,6 +389,11 @@ func (s *testParserSuite) TestDMLStmt(c *C) {
 		{"load data local infile '/tmp/t.csv' into table t character set utf8 fields terminated by 'ab' lines terminated by 'xy' (a,b)", true},
 		{"load data local infile '/tmp/t.csv' into table t fields terminated by 'ab' lines terminated by 'xy' (a,b)", true},
 		{"load data local infile '/tmp/t.csv' into table t (a,b) fields terminated by 'ab'", false},
+		{"load data local infile '/tmp/t.csv' into table t ignore 1 lines", true},
+		{"load data local infile '/tmp/t.csv' into table t ignore -1 lines", false},
+		{"load data local infile '/tmp/t.csv' into table t fields terminated by 'ab' enclosed by 'b' (a,b) ignore 1 lines", false},
+		{"load data local infile '/tmp/t.csv' into table t lines starting by 'ab' terminated by 'xy' ignore 1 lines", true},
+		{"load data local infile '/tmp/t.csv' into table t fields terminated by 'ab' enclosed by 'b' escaped by '*' ignore 1 lines (a,b)", true},
 
 		// select for update
 		{"SELECT * from t for update", true},
diff --git a/plan/common_plans.go b/plan/common_plans.go
index 92c60c866a4c0..84b8cfcadd0d5 100644
--- a/plan/common_plans.go
+++ b/plan/common_plans.go
@@ -382,12 +382,13 @@ type Analyze struct {
 type LoadData struct {
 	baseSchemaProducer
 
-	IsLocal    bool
-	Path       string
-	Table      *ast.TableName
-	Columns    []*ast.ColumnName
-	FieldsInfo *ast.FieldsClause
-	LinesInfo  *ast.LinesClause
+	IsLocal     bool
+	Path        string
+	Table       *ast.TableName
+	Columns     []*ast.ColumnName
+	FieldsInfo  *ast.FieldsClause
+	LinesInfo   *ast.LinesClause
+	IgnoreLines uint64
 
 	GenCols InsertGeneratedColumns
 }
diff --git a/plan/planbuilder.go b/plan/planbuilder.go
index 57caef11e572d..199f76eaffeba 100644
--- a/plan/planbuilder.go
+++ b/plan/planbuilder.go
@@ -1268,12 +1268,13 @@ func (b *planBuilder) buildSelectPlanOfInsert(insert *ast.InsertStmt, insertPlan
 
 func (b *planBuilder) buildLoadData(ld *ast.LoadDataStmt) (Plan, error) {
 	p := &LoadData{
-		IsLocal:    ld.IsLocal,
-		Path:       ld.Path,
-		Table:      ld.Table,
-		Columns:    ld.Columns,
-		FieldsInfo: ld.FieldsInfo,
-		LinesInfo:  ld.LinesInfo,
+		IsLocal:     ld.IsLocal,
+		Path:        ld.Path,
+		Table:       ld.Table,
+		Columns:     ld.Columns,
+		FieldsInfo:  ld.FieldsInfo,
+		LinesInfo:   ld.LinesInfo,
+		IgnoreLines: ld.IgnoreLines,
 	}
 	tableInfo := p.Table.TableInfo
 	tableInPlan, ok := b.is.TableByID(tableInfo.ID)