diff --git a/core/src/main/scala/org/apache/spark/util/ThreadUtils.scala b/core/src/main/scala/org/apache/spark/util/ThreadUtils.scala
index 5a6dbc830448a..d093e7bfc3dac 100644
--- a/core/src/main/scala/org/apache/spark/util/ThreadUtils.scala
+++ b/core/src/main/scala/org/apache/spark/util/ThreadUtils.scala
@@ -194,4 +194,25 @@ private[spark] object ThreadUtils {
         throw new SparkException("Exception thrown in awaitResult: ", t)
     }
   }
+
+  /**
+   * Calls [[Awaitable.result]] directly to avoid using `ForkJoinPool`'s `BlockingContext`, wraps
+   * and re-throws any exceptions with nice stack track.
+   *
+   * Codes running in the user's thread may be in a thread of Scala ForkJoinPool. As concurrent
+   * executions in ForkJoinPool may see some [[ThreadLocal]] value unexpectedly, this method
+   * basically prevents ForkJoinPool from running other tasks in the current waiting thread.
+   */
+  @throws(classOf[SparkException])
+  def awaitResultInForkJoinSafely[T](awaitable: Awaitable[T], atMost: Duration): T = {
+    try {
+      // `awaitPermission` is not actually used anywhere so it's safe to pass in null here.
+      // See SPARK-13747.
+      val awaitPermission = null.asInstanceOf[scala.concurrent.CanAwait]
+      awaitable.result(Duration.Inf)(awaitPermission)
+    } catch {
+      case NonFatal(t) =>
+        throw new SparkException("Exception thrown in awaitResult: ", t)
+    }
+  }
 }
diff --git a/scalastyle-config.xml b/scalastyle-config.xml
index 7fe0697202cd1..81d57d723a720 100644
--- a/scalastyle-config.xml
+++ b/scalastyle-config.xml
@@ -200,6 +200,7 @@ This file is divided into 3 sections:
       // scalastyle:off awaitresult
       Await.result(...)
       // scalastyle:on awaitresult
+      If your codes use ThreadLocal and may run in threads created by the user, use ThreadUtils.awaitResultInForkJoinSafely instead.
     ]]></customMessage>
   </check>
 
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/basicPhysicalOperators.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/basicPhysicalOperators.scala
index dd78a784915d2..7255b0925be3b 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/basicPhysicalOperators.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/basicPhysicalOperators.scala
@@ -562,7 +562,7 @@ case class SubqueryExec(name: String, child: SparkPlan) extends UnaryExecNode {
   }
 
   override def executeCollect(): Array[InternalRow] = {
-    ThreadUtils.awaitResult(relationFuture, Duration.Inf)
+    ThreadUtils.awaitResultInForkJoinSafely(relationFuture, Duration.Inf)
   }
 }
 
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/exchange/BroadcastExchangeExec.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/exchange/BroadcastExchangeExec.scala
index 7be5d31d4a765..ce5013daeb1f9 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/exchange/BroadcastExchangeExec.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/exchange/BroadcastExchangeExec.scala
@@ -128,7 +128,8 @@ case class BroadcastExchangeExec(
   }
 
   override protected[sql] def doExecuteBroadcast[T](): broadcast.Broadcast[T] = {
-    ThreadUtils.awaitResult(relationFuture, timeout).asInstanceOf[broadcast.Broadcast[T]]
+    ThreadUtils.awaitResultInForkJoinSafely(relationFuture, timeout)
+      .asInstanceOf[broadcast.Broadcast[T]]
   }
 }