diff --git a/executor/analyzetest/analyze_test.go b/executor/analyzetest/analyze_test.go
index 55f3ad9397be9..2d520703e07d5 100644
--- a/executor/analyzetest/analyze_test.go
+++ b/executor/analyzetest/analyze_test.go
@@ -2833,7 +2833,7 @@ PARTITION BY RANGE ( a ) (
 	tk.MustQuery("select * from t where a > 1 and b > 1 and c > 1 and d > 1")
 	require.NoError(t, h.LoadNeededHistograms())
 	tbl := h.GetTableStats(tableInfo)
-	require.Equal(t, 4, len(tbl.Columns))
+	require.Equal(t, 0, len(tbl.Columns))
 
 	// ignore both p0's 3 buckets, persisted-partition-options' 1 bucket, just use table-level 2 buckets
 	tk.MustExec("analyze table t partition p0")
diff --git a/planner/core/logical_plan_builder.go b/planner/core/logical_plan_builder.go
index 01befb0446908..df903670ab010 100644
--- a/planner/core/logical_plan_builder.go
+++ b/planner/core/logical_plan_builder.go
@@ -4473,32 +4473,36 @@ func (b *PlanBuilder) buildDataSource(ctx context.Context, tn *ast.TableName, as
 	if tableInfo.GetPartitionInfo() != nil {
 		// If `UseDynamicPruneMode` already been false, then we don't need to check whether execute `flagPartitionProcessor`
 		// otherwise we need to check global stats initialized for each partition table
-		if b.ctx.GetSessionVars().StmtCtx.UseDynamicPruneMode {
-			h := domain.GetDomain(b.ctx).StatsHandle()
-			tblStats := h.GetTableStats(tableInfo)
-			isDynamicEnabled := b.ctx.GetSessionVars().IsDynamicPartitionPruneEnabled()
-			globalStatsReady := tblStats.IsInitialized()
-			// If dynamic partition prune isn't enabled or global stats is not ready, we won't enable dynamic prune mode in query
-			usePartitionProcessor := !isDynamicEnabled || !globalStatsReady
-
-			failpoint.Inject("forceDynamicPrune", func(val failpoint.Value) {
-				if val.(bool) {
-					if isDynamicEnabled {
-						usePartitionProcessor = false
+		if !b.ctx.GetSessionVars().IsDynamicPartitionPruneEnabled() {
+			b.optFlag = b.optFlag | flagPartitionProcessor
+		} else {
+			if !b.ctx.GetSessionVars().StmtCtx.UseDynamicPruneMode {
+				b.optFlag = b.optFlag | flagPartitionProcessor
+			} else {
+				h := domain.GetDomain(b.ctx).StatsHandle()
+				tblStats := h.GetTableStats(tableInfo)
+				isDynamicEnabled := b.ctx.GetSessionVars().IsDynamicPartitionPruneEnabled()
+				globalStatsReady := tblStats.IsInitialized()
+				// If dynamic partition prune isn't enabled or global stats is not ready, we won't enable dynamic prune mode in query
+				usePartitionProcessor := !isDynamicEnabled || !globalStatsReady
+
+				failpoint.Inject("forceDynamicPrune", func(val failpoint.Value) {
+					if val.(bool) {
+						if isDynamicEnabled {
+							usePartitionProcessor = false
+						}
 					}
-				}
-			})
+				})
 
-			if usePartitionProcessor {
-				b.optFlag = b.optFlag | flagPartitionProcessor
-				b.ctx.GetSessionVars().StmtCtx.UseDynamicPruneMode = false
-				if isDynamicEnabled {
-					b.ctx.GetSessionVars().StmtCtx.AppendWarning(
-						fmt.Errorf("disable dynamic pruning due to %s has no global stats", tableInfo.Name.String()))
+				if usePartitionProcessor {
+					b.optFlag = b.optFlag | flagPartitionProcessor
+					b.ctx.GetSessionVars().StmtCtx.UseDynamicPruneMode = false
+					if isDynamicEnabled {
+						b.ctx.GetSessionVars().StmtCtx.AppendWarning(
+							fmt.Errorf("disable dynamic pruning due to %s has no global stats", tableInfo.Name.String()))
+					}
 				}
 			}
-		} else {
-			b.optFlag = b.optFlag | flagPartitionProcessor
 		}
 		pt := tbl.(table.PartitionedTable)
 		// check partition by name.