diff --git a/airflow/executors/celery_executor.py b/airflow/executors/celery_executor.py
index d72831490e2bf..f77ea91a5e8fa 100644
--- a/airflow/executors/celery_executor.py
+++ b/airflow/executors/celery_executor.py
@@ -37,7 +37,9 @@
 from celery.backends.base import BaseKeyValueStoreBackend
 from celery.backends.database import DatabaseBackend, Task as TaskDb, session_cleanup
 from celery.result import AsyncResult
+from setproctitle import setproctitle  # pylint: disable=no-name-in-module
 
+import airflow.settings as settings
 from airflow.config_templates.default_celery import DEFAULT_CELERY_CONFIG
 from airflow.configuration import conf
 from airflow.exceptions import AirflowException
@@ -78,6 +80,45 @@ def execute_command(command_to_exec: CommandType) -> None:
     """Executes command."""
     BaseExecutor.validate_command(command_to_exec)
     log.info("Executing command in Celery: %s", command_to_exec)
+
+    if settings.EXECUTE_TASKS_NEW_PYTHON_INTERPRETER:
+        _execute_in_subprocees(command_to_exec)
+    else:
+        _execute_in_fork(command_to_exec)
+
+
+def _execute_in_fork(command_to_exec: CommandType) -> None:
+    pid = os.fork()
+    if pid:
+        # In parent, wait for the child
+        pid, ret = os.waitpid(pid, 0)
+        if ret == 0:
+            return
+
+        raise AirflowException('Celery command failed on host: ' + get_hostname())
+
+    from airflow.sentry import Sentry
+
+    ret = 1
+    try:
+        from airflow.cli.cli_parser import get_parser
+        parser = get_parser()
+        # [1:] - remove "airflow" from the start of the command
+        args = parser.parse_args(command_to_exec[1:])
+
+        setproctitle(f"airflow task supervisor: {command_to_exec}")
+
+        args.func(args)
+        ret = 0
+    except Exception as e:  # pylint: disable=broad-except
+        log.error("Failed to execute task %s.", str(e))
+        ret = 1
+    finally:
+        Sentry.flush()
+        os._exit(ret)  # pylint: disable=protected-access
+
+
+def _execute_in_subprocees(command_to_exec: CommandType) -> None:
     env = os.environ.copy()
     try:
         # pylint: disable=unexpected-keyword-arg
diff --git a/tests/executors/test_celery_executor.py b/tests/executors/test_celery_executor.py
index 7408106dc8bfa..fcf0e3603fedc 100644
--- a/tests/executors/test_celery_executor.py
+++ b/tests/executors/test_celery_executor.py
@@ -225,18 +225,20 @@ def test_gauge_executor_metrics(self, mock_stats_gauge, mock_trigger_tasks, mock
         [['airflow', 'version'], ValueError],
         [['airflow', 'tasks', 'run'], None]
     ))
-    @mock.patch('subprocess.check_output')
-    def test_command_validation(self, command, expected_exception, mock_check_output):
+    def test_command_validation(self, command, expected_exception):
         # Check that we validate _on the receiving_ side, not just sending side
-        if expected_exception:
-            with pytest.raises(expected_exception):
+        with mock.patch('airflow.executors.celery_executor._execute_in_subprocees') as mock_subproc, \
+             mock.patch('airflow.executors.celery_executor._execute_in_fork') as mock_fork:
+            if expected_exception:
+                with pytest.raises(expected_exception):
+                    celery_executor.execute_command(command)
+                mock_subproc.assert_not_called()
+                mock_fork.assert_not_called()
+            else:
                 celery_executor.execute_command(command)
-            mock_check_output.assert_not_called()
-        else:
-            celery_executor.execute_command(command)
-            mock_check_output.assert_called_once_with(
-                command, stderr=mock.ANY, close_fds=mock.ANY, env=mock.ANY,
-            )
+                # One of these should be called.
+                assert mock_subproc.call_args == ((command,),) or \
+                    mock_fork.call_args == ((command,),)
 
     @pytest.mark.backend("mysql", "postgres")
     def test_try_adopt_task_instances_none(self):