diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVDataSource.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVDataSource.scala
index 375cec597166c..cdac9d9c93925 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVDataSource.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVDataSource.scala
@@ -150,21 +150,23 @@ object TextInputCSVDataSource extends CSVDataSource {
       inputPaths: Seq[FileStatus],
       options: CSVOptions): Dataset[String] = {
     val paths = inputPaths.map(_.getPath.toString)
+    val df = sparkSession.baseRelationToDataFrame(
+      DataSource.apply(
+        sparkSession,
+        paths = paths,
+        className = classOf[TextFileFormat].getName,
+        options = options.parameters
+      ).resolveRelation(checkFilesExist = false))
+      .select("value").as[String](Encoders.STRING)
+
     if (Charset.forName(options.charset) == StandardCharsets.UTF_8) {
-      sparkSession.baseRelationToDataFrame(
-        DataSource.apply(
-          sparkSession,
-          paths = paths,
-          className = classOf[TextFileFormat].getName,
-          options = options.parameters
-        ).resolveRelation(checkFilesExist = false))
-        .select("value").as[String](Encoders.STRING)
+      df
     } else {
       val charset = options.charset
-      val rdd = sparkSession.sparkContext
-        .hadoopFile[LongWritable, Text, TextInputFormat](paths.mkString(","))
-        .mapPartitions(_.map(pair => new String(pair._2.getBytes, 0, pair._2.getLength, charset)))
-      sparkSession.createDataset(rdd)(Encoders.STRING)
+      sparkSession.createDataset(df.queryExecution.toRdd.map { row =>
+        val bytes = row.getBinary(0)
+        new String(bytes, 0, bytes.length, charset)
+      })(Encoders.STRING)
     }
   }
 }