diff --git a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/consumer/TaskDispatchFailedQueueConsumer.java b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/consumer/TaskDispatchFailedQueueConsumer.java
index 499fd8e07bcf9345f1de24272c12e8d92e030a66..b6d3a2984b39186914b0f757f305fc24fe186b4c 100644
--- a/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/consumer/TaskDispatchFailedQueueConsumer.java
+++ b/dolphinscheduler-master/src/main/java/org/apache/dolphinscheduler/server/master/consumer/TaskDispatchFailedQueueConsumer.java
@@ -23,7 +23,6 @@ import org.apache.dolphinscheduler.common.thread.Stopper;
 import org.apache.dolphinscheduler.common.thread.ThreadUtils;
 import org.apache.dolphinscheduler.server.master.config.MasterConfig;
 import org.apache.dolphinscheduler.server.master.metrics.TaskMetrics;
-import org.apache.dolphinscheduler.service.exceptions.TaskPriorityQueueException;
 import org.apache.dolphinscheduler.service.queue.TaskPriority;
 import org.apache.dolphinscheduler.service.queue.TaskPriorityQueue;
 
@@ -49,14 +48,14 @@ public class TaskDispatchFailedQueueConsumer extends BaseDaemonThread {
      */
     @Autowired
     @Qualifier(Constants.TASK_PRIORITY_QUEUE)
-    private TaskPriorityQueue<TaskPriority> taskPriorityQueue;
+    private TaskPriorityQueue<TaskPriority> taskPriorityQueueImpl;
 
     /**
      * taskDispatchFailedQueue
      */
     @Autowired
     @Qualifier(Constants.TASK_DISPATCH_FAILED_QUEUE)
-    private TaskPriorityQueue<TaskPriority> taskDispatchFailedQueue;
+    private TaskPriorityQueue<TaskPriority> taskDispatchFailedQueueImpl;
 
     @Autowired
     private MasterConfig masterConfig;
@@ -74,8 +73,8 @@ public class TaskDispatchFailedQueueConsumer extends BaseDaemonThread {
     static {
         TIME_DELAY = new Long[Constants.DEFAULT_MAX_RETRY_COUNT];
         for (int i = 0; i < Constants.DEFAULT_MAX_RETRY_COUNT; i++) {
-            int delayTime = (i + 1) * 1000;
-            TIME_DELAY[i] = (long) delayTime;
+            long delayTime = (i + 1) * Constants.SLEEP_TIME_MILLIS;
+            TIME_DELAY[i] = delayTime;
         }
     }
 
@@ -94,7 +93,7 @@ public class TaskDispatchFailedQueueConsumer extends BaseDaemonThread {
     public void run() {
         while (Stopper.isRunning()) {
             try {
-                failedRetry();
+                dispatchFailedBackToTaskPriorityQueue(masterConfig.getDispatchTaskNumber());
             } catch (Exception e) {
                 TaskMetrics.incTaskDispatchError();
                 logger.error("failed task retry error", e);
@@ -102,33 +101,31 @@ public class TaskDispatchFailedQueueConsumer extends BaseDaemonThread {
         }
     }
 
-    public void failedRetry() throws TaskPriorityQueueException {
-        if (taskDispatchFailedQueue.size() > 0) {
-            retryConsumerThreadPoolExecutor.submit(() -> dispatchFailedBackToTaskPriorityQueue(masterConfig.getDispatchTaskNumber()));
-        }
-    }
-
     /**
      * put the failed dispatch task into the dispatch queue again
      */
     private void dispatchFailedBackToTaskPriorityQueue(int fetchTaskNum) {
         for (int i = 0; i < fetchTaskNum; i++) {
             try {
-                TaskPriority dispatchFailedTaskPriority = taskDispatchFailedQueue.poll(Constants.SLEEP_TIME_MILLIS, TimeUnit.MILLISECONDS);
+                TaskPriority dispatchFailedTaskPriority = taskDispatchFailedQueueImpl.poll(Constants.SLEEP_TIME_MILLIS, TimeUnit.MILLISECONDS);
                 if (Objects.isNull(dispatchFailedTaskPriority)) {
                     continue;
                 }
-                if (canRetry(dispatchFailedTaskPriority)) {
-                    dispatchFailedTaskPriority.setDispatchFailedRetryTimes(dispatchFailedTaskPriority.getDispatchFailedRetryTimes() + 1);
-                    taskPriorityQueue.put(dispatchFailedTaskPriority);
-                } else {
-                    taskDispatchFailedQueue.put(dispatchFailedTaskPriority);
-                }
+                retryConsumerThreadPoolExecutor.submit(() -> {
+                    if (canRetry(dispatchFailedTaskPriority)) {
+                        dispatchFailedTaskPriority.setDispatchFailedRetryTimes(dispatchFailedTaskPriority.getDispatchFailedRetryTimes() + 1);
+                        taskPriorityQueueImpl.put(dispatchFailedTaskPriority);
+                    } else {
+                        taskDispatchFailedQueueImpl.put(dispatchFailedTaskPriority);
+                    }
+                });
             } catch (InterruptedException exception) {
                 logger.error("dispatch failed queue poll error", exception);
                 Thread.currentThread().interrupt();
             } catch (Exception e) {
                 logger.error("dispatch failed back to task priority queue error", e);
+            } finally {
+                ThreadUtils.sleep(Constants.SLEEP_TIME_MILLIS);
             }
         }
     }