diff --git a/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/kyuubi/engine/spark/operation/SparkOperation.scala b/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/kyuubi/engine/spark/operation/SparkOperation.scala
index 67d1ecd69..cc945f7ff 100644
--- a/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/kyuubi/engine/spark/operation/SparkOperation.scala
+++ b/externals/kyuubi-spark-sql-engine/src/main/scala/org/apache/kyuubi/engine/spark/operation/SparkOperation.scala
@@ -17,6 +17,7 @@
 
 package org.apache.kyuubi.engine.spark.operation
 
+import java.io.IOException
 import java.time.ZoneId
 
 import org.apache.commons.lang3.StringUtils
@@ -122,7 +123,12 @@ abstract class SparkOperation(spark: SparkSession, opType: OperationType, sessio
 
   override def close(): Unit = {
     cleanup(OperationState.CLOSED)
-    getOperationLog.foreach(_.close())
+    try {
+      getOperationLog.foreach(_.close())
+    } catch {
+      case e: IOException =>
+        error(e.getMessage, e)
+    }
   }
 
   override def getResultSetSchema: TTableSchema = SchemaHelper.toTTableSchema(resultSchema)
diff --git a/kyuubi-common/src/main/scala/org/apache/kyuubi/operation/log/OperationLog.scala b/kyuubi-common/src/main/scala/org/apache/kyuubi/operation/log/OperationLog.scala
index 2976f3e0d..1e485532a 100644
--- a/kyuubi-common/src/main/scala/org/apache/kyuubi/operation/log/OperationLog.scala
+++ b/kyuubi-common/src/main/scala/org/apache/kyuubi/operation/log/OperationLog.scala
@@ -83,7 +83,7 @@ object OperationLog extends Logging {
   }
 }
 
-class OperationLog(path: Path) extends Logging {
+class OperationLog(path: Path) {
 
   private val writer = Files.newBufferedWriter(path, StandardCharsets.UTF_8)
   private val reader = Files.newBufferedReader(path, StandardCharsets.UTF_8)
@@ -134,7 +134,12 @@ class OperationLog(path: Path) extends Logging {
       Files.delete(path)
     } catch {
       case e: IOException =>
-        error(s"Failed to remove corresponding log file of operation: ${path.toAbsolutePath}", e)
+        // Printing log here may cause a deadlock. The lock order of OperationLog.write
+        // is RootLogger -> LogDivertAppender -> OperationLog. If printing log here, the
+        // lock order is OperationLog -> RootLogger. So the exception is thrown and
+        // processing at the invocations
+        throw new IOException(
+          s"Failed to remove corresponding log file of operation: ${path.toAbsolutePath}", e)
     }
   }
 }
diff --git a/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/KyuubiOperation.scala b/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/KyuubiOperation.scala
index 5ba246441..256815837 100644
--- a/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/KyuubiOperation.scala
+++ b/kyuubi-server/src/main/scala/org/apache/kyuubi/operation/KyuubiOperation.scala
@@ -17,6 +17,8 @@
 
 package org.apache.kyuubi.operation
 
+import java.io.IOException
+
 import com.codahale.metrics.MetricRegistry
 import org.apache.commons.lang3.StringUtils
 import org.apache.hive.service.rpc.thrift._
@@ -97,6 +99,11 @@ abstract class KyuubiOperation(
     if (_remoteOpHandle != null && !isClosedOrCanceled) {
       try {
         getOperationLog.foreach(_.close())
+      } catch {
+        case e: IOException =>
+          error(e.getMessage, e)
+      }
+      try {
         client.closeOperation(_remoteOpHandle)
         setState(OperationState.CLOSED)
       } catch onError("closing")