diff --git a/sql/core/src/main/scala/org/apache/spark/sql/artifact/ArtifactManager.scala b/sql/core/src/main/scala/org/apache/spark/sql/artifact/ArtifactManager.scala
index 346cdb832c3ff..e11f0f99bf2f6 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/artifact/ArtifactManager.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/artifact/ArtifactManager.scala
@@ -422,8 +422,7 @@ class ArtifactManager(session: SparkSession) extends AutoCloseable with Logging
     artifactPath)
   // Ensure that no reference to `this` is captured/help by the cleanup lambda
   private def getCleanable: Cleaner.Cleanable = cleaner.register(
-    this,
-    () => ArtifactManager.cleanUpGlobalResources(cleanUpStateForGlobalResources)
+    this, new StateCleanupRunner(cleanUpStateForGlobalResources)
   )
   private var cleanable = getCleanable
 
@@ -529,6 +528,12 @@ object ArtifactManager extends Logging {
     val JAR, FILE, ARCHIVE = Value
   }
 
+  private class StateCleanupRunner(cleanupState: ArtifactStateForCleanup) extends Runnable {
+    override def run(): Unit = {
+      ArtifactManager.cleanUpGlobalResources(cleanupState)
+    }
+  }
+
   // Shared cleaner instance
   private val cleaner: Cleaner = Cleaner.create()