diff --git a/modules/axtask/src/run_queue.rs b/modules/axtask/src/run_queue.rs
index 305da72be9..addefeb2cb 100644
--- a/modules/axtask/src/run_queue.rs
+++ b/modules/axtask/src/run_queue.rs
@@ -37,9 +37,6 @@ percpu_static! {
     /// Stores the weak reference to the previous task that is running on this CPU.
     #[cfg(feature = "smp")]
     PREV_TASK: Weak<crate::AxTask> = Weak::new(),
-    /// Stores the migrating task that is being migrated to another CPU, if any.
-    #[cfg(feature = "smp")]
-    MIGRATING_TASK: Option<AxTaskRef> = None,
 }
 
 /// An array of references to run queues, one for each CPU, indexed by cpu_id.
@@ -300,19 +297,26 @@ impl<'a, G: BaseGuard> CurrentRunQueueRef<'a, G> {
     /// in `finish_task_switch()` after the context switch is completed.
     #[cfg(feature = "smp")]
     pub fn migrate_current(&mut self) {
-        let curr = &self.current_task;
+        let curr = self.current_task.clone();
         trace!("task migrate: {}", curr.id_name());
         assert!(curr.is_running());
 
-        // Mark current task as Ready but do not put it back to the run queue.
-        curr.set_state(TaskState::Ready);
-        // Instead, store the task in `MIGRATING_TASK`, which will be put into the target run queue
-        // in `finish_task_switch()` after the context switch is completed.
-        unsafe {
-            *MIGRATING_TASK.current_ref_mut_raw() = Some(curr.clone());
-        }
-
-        self.inner.resched();
+        const MIGRATION_TASK_STACK_SIZE: usize = 4096;
+
+        // Do not put current task to the run queue,
+        // instead, spawn a new task for migrating.
+        let migration = TaskInner::new(
+            move || {
+                curr.set_state(TaskState::Ready);
+                select_run_queue::<kernel_guard::NoPreemptIrqSave>(&curr).add_task(curr);
+            },
+            "migration-task".into(),
+            MIGRATION_TASK_STACK_SIZE,
+        )
+        .into_arc();
+
+        // Call `switch_to` to reschedule to the migration task that performs the migration directly.
+        self.inner.switch_to(crate::current(), migration);
     }
 
     /// Preempts the current task and reschedules.
@@ -568,7 +572,7 @@ impl AxRunQueue {
             // Current it's **next_task** running on this CPU, clear the `prev_task`'s `on_cpu` field
             // to indicate that it has finished its scheduling process and no longer running on this CPU.
             #[cfg(feature = "smp")]
-            finish_task_switch();
+            clear_prev_task_on_cpu();
         }
     }
 }
@@ -598,19 +602,14 @@ fn gc_entry() {
     }
 }
 
+/// Clear the `on_cpu` field of previous task running on this CPU.
 #[cfg(feature = "smp")]
-pub(crate) unsafe fn finish_task_switch() {
-    // Clears the `on_cpu` field of previous task running on this CPU.
+pub(crate) unsafe fn clear_prev_task_on_cpu() {
     PREV_TASK
         .current_ref_raw()
         .upgrade()
         .expect("Invalid prev_task pointer or prev_task has been dropped")
         .set_on_cpu(false);
-
-    // Migrate the previous task to the run queue of correct CPU if necessary.
-    if let Some(task) = MIGRATING_TASK.current_ref_mut_raw().take() {
-        select_run_queue::<kernel_guard::NoOp>(&task).add_task(task);
-    }
 }
 
 pub(crate) fn init() {
diff --git a/modules/axtask/src/task.rs b/modules/axtask/src/task.rs
index f0184328a1..8cdae26139 100644
--- a/modules/axtask/src/task.rs
+++ b/modules/axtask/src/task.rs
@@ -520,7 +520,7 @@ extern "C" fn task_entry() -> ! {
     #[cfg(feature = "smp")]
     unsafe {
         // Clear the prev task on CPU before running the task entry function.
-        crate::run_queue::finish_task_switch();
+        crate::run_queue::clear_prev_task_on_cpu();
     }
     // Enable irq (if feature "irq" is enabled) before running the task entry function.
     #[cfg(feature = "irq")]