diff --git a/flutter/lib/common.dart b/flutter/lib/common.dart
index 1b3aad9d8..2ff3d4477 100644
--- a/flutter/lib/common.dart
+++ b/flutter/lib/common.dart
@@ -1113,3 +1113,12 @@ Future<Map<String, String>> getHttpHeaders() async {
         'Bearer ${await bind.mainGetLocalOption(key: 'access_token')}'
   };
 }
+
+// Simple wrapper of built-in types for refrence use.
+class SimpleWrapper<T> {
+  T t;
+  SimpleWrapper(this.t);
+
+  T get value => t;
+  set value(T t) => this.t = t;
+}
diff --git a/flutter/lib/desktop/pages/remote_page.dart b/flutter/lib/desktop/pages/remote_page.dart
index a7bed04ef..48c6c0ae3 100644
--- a/flutter/lib/desktop/pages/remote_page.dart
+++ b/flutter/lib/desktop/pages/remote_page.dart
@@ -20,6 +20,7 @@ import '../../models/platform_model.dart';
 import '../../common/shared_state.dart';
 
 bool _isCustomCursorInited = false;
+final SimpleWrapper<bool> _firstEnterImage = SimpleWrapper(false);
 
 class RemotePage extends StatefulWidget {
   const RemotePage({
@@ -102,6 +103,10 @@ class _RemotePageState extends State<RemotePage>
     if (!_isCustomCursorInited) {
       customCursorController.registerNeedUpdateCursorCallback(
           (String? lastKey, String? currentKey) async {
+        if (_firstEnterImage.value) {
+          _firstEnterImage.value = false;
+          return true;
+        }
         return lastKey == null || lastKey != currentKey;
       });
       _isCustomCursorInited = true;
@@ -172,6 +177,7 @@ class _RemotePageState extends State<RemotePage>
       _rawKeyFocusNode.requestFocus();
     }
     _cursorOverImage.value = true;
+    _firstEnterImage.value = true;
     if (_onEnterOrLeaveImage4Menubar != null) {
       try {
         _onEnterOrLeaveImage4Menubar!(true);
@@ -184,6 +190,7 @@ class _RemotePageState extends State<RemotePage>
 
   void leaveView(PointerExitEvent evt) {
     _cursorOverImage.value = false;
+    _firstEnterImage.value = false;
     if (_onEnterOrLeaveImage4Menubar != null) {
       try {
         _onEnterOrLeaveImage4Menubar!(false);