diff --git a/dev/deps/spark-deps-hadoop-2.2 b/dev/deps/spark-deps-hadoop-2.2
index 669c88369356f..cc934e9e6ff28 100644
--- a/dev/deps/spark-deps-hadoop-2.2
+++ b/dev/deps/spark-deps-hadoop-2.2
@@ -158,7 +158,7 @@ stax-api-1.0.1.jar
 stream-2.7.0.jar
 stringtemplate-3.2.1.jar
 super-csv-2.2.0.jar
-univocity-parsers-2.0.2.jar
+univocity-parsers-2.1.0.jar
 validation-api-1.1.0.Final.jar
 xbean-asm5-shaded-4.4.jar
 xmlenc-0.52.jar
diff --git a/dev/deps/spark-deps-hadoop-2.3 b/dev/deps/spark-deps-hadoop-2.3
index c6e835d6a5867..f85aab3f93d51 100644
--- a/dev/deps/spark-deps-hadoop-2.3
+++ b/dev/deps/spark-deps-hadoop-2.3
@@ -166,7 +166,7 @@ stax-api-1.0.1.jar
 stream-2.7.0.jar
 stringtemplate-3.2.1.jar
 super-csv-2.2.0.jar
-univocity-parsers-2.0.2.jar
+univocity-parsers-2.1.0.jar
 validation-api-1.1.0.Final.jar
 xbean-asm5-shaded-4.4.jar
 xmlenc-0.52.jar
diff --git a/dev/deps/spark-deps-hadoop-2.4 b/dev/deps/spark-deps-hadoop-2.4
index 79c09b2d0e86c..dfcd35193c4e4 100644
--- a/dev/deps/spark-deps-hadoop-2.4
+++ b/dev/deps/spark-deps-hadoop-2.4
@@ -166,7 +166,7 @@ stax-api-1.0.1.jar
 stream-2.7.0.jar
 stringtemplate-3.2.1.jar
 super-csv-2.2.0.jar
-univocity-parsers-2.0.2.jar
+univocity-parsers-2.1.0.jar
 validation-api-1.1.0.Final.jar
 xbean-asm5-shaded-4.4.jar
 xmlenc-0.52.jar
diff --git a/dev/deps/spark-deps-hadoop-2.6 b/dev/deps/spark-deps-hadoop-2.6
index be9b52cbef265..a29f6700bd598 100644
--- a/dev/deps/spark-deps-hadoop-2.6
+++ b/dev/deps/spark-deps-hadoop-2.6
@@ -174,7 +174,7 @@ stax-api-1.0.1.jar
 stream-2.7.0.jar
 stringtemplate-3.2.1.jar
 super-csv-2.2.0.jar
-univocity-parsers-2.0.2.jar
+univocity-parsers-2.1.0.jar
 validation-api-1.1.0.Final.jar
 xbean-asm5-shaded-4.4.jar
 xercesImpl-2.9.1.jar
diff --git a/dev/deps/spark-deps-hadoop-2.7 b/dev/deps/spark-deps-hadoop-2.7
index 08baa3a137289..8955b0e97727d 100644
--- a/dev/deps/spark-deps-hadoop-2.7
+++ b/dev/deps/spark-deps-hadoop-2.7
@@ -175,7 +175,7 @@ stax-api-1.0.1.jar
 stream-2.7.0.jar
 stringtemplate-3.2.1.jar
 super-csv-2.2.0.jar
-univocity-parsers-2.0.2.jar
+univocity-parsers-2.1.0.jar
 validation-api-1.1.0.Final.jar
 xbean-asm5-shaded-4.4.jar
 xercesImpl-2.9.1.jar
diff --git a/sql/core/pom.xml b/sql/core/pom.xml
index e1071ebfb5a61..184fa2f6bd315 100644
--- a/sql/core/pom.xml
+++ b/sql/core/pom.xml
@@ -39,7 +39,7 @@
     <dependency>
       <groupId>com.univocity</groupId>
       <artifactId>univocity-parsers</artifactId>
-      <version>2.0.2</version>
+      <version>2.1.0</version>
       <type>jar</type>
     </dependency>
     <dependency>
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVParser.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVParser.scala
index c3d863f547dab..ae797a1e0749f 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVParser.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVParser.scala
@@ -20,7 +20,7 @@ package org.apache.spark.sql.execution.datasources.csv
 import java.io.{ByteArrayOutputStream, OutputStreamWriter, StringReader}
 import java.nio.charset.StandardCharsets
 
-import com.univocity.parsers.csv.{CsvParser, CsvParserSettings, CsvWriter, CsvWriterSettings}
+import com.univocity.parsers.csv._
 
 import org.apache.spark.internal.Logging
 
@@ -47,7 +47,7 @@ private[sql] abstract class CsvReader(params: CSVOptions, headers: Seq[String])
     settings.setMaxColumns(params.maxColumns)
     settings.setNullValue(params.nullValue)
     settings.setMaxCharsPerColumn(params.maxCharsPerColumn)
-    settings.setParseUnescapedQuotesUntilDelimiter(true)
+    settings.setUnescapedQuoteHandling(UnescapedQuoteHandling.STOP_AT_DELIMITER)
     if (headers != null) settings.setHeaders(headers: _*)
 
     new CsvParser(settings)