**Apache Airflow version**:

1.10.12

**What happened**:

I created dag with dagrun_timeout=2 minutes. 

After 2 minutes dagrun is marked as failed and the next one is started, but task keeps going.

**What you expected to happen**:

Task is killed with dag run as it is done when you mark dagrun failed manually.

**How to reproduce it**:
```
dag = DAG(dag_id='platform.airflow-test',
          description='',
          schedule_interval="0 0 * * *",
          start_date=datetime(2020, 7, 1),
          max_active_runs=1,
          catchup=True,
          dagrun_timeout=timedelta(minutes=2))

run_this = BashOperator(
    task_id='run_after_loop',
    bash_command=' for((i=1;i<=600;i+=1)); do echo "Welcome $i times"; sleep 1;  done',
    dag=dag,
)
```
airflow/jobs/scheduler_job.py
file_path: str,
        callback_requests: List[CallbackRequest],
        dag_ids: Optional[List[str]],
        pickle_dags: bool,
    ) -> DagFileProcessorProcess:
        """Creates DagFileProcessorProcess instance."""
        return DagFileProcessorProcess(
            file_path=file_path, pickle_dags=pickle_dags, dag_ids=dag_ids, callback_requests=callback_requests
        )
    def _run_scheduler_loop(self) -> None:
        """
        The actual scheduler loop. The main steps in the loop are:
            #. Harvest DAG parsing results through DagFileProcessorAgent
            #. Find and queue executable tasks
                #. Change task instance state in DB
                #. Queue tasks in executor
            #. Heartbeat executor
                #. Execute queued tasks in executor asynchronously
                #. Sync on the states of running tasks
        Following is a graphic representation of these steps.
        .. image:: ../docs/apache-airflow/img/scheduler_loop.jpg
        :rtype: None
        """
        if not self.processor_agent:
            raise ValueError("Processor agent is not started.")
        is_unit_test: bool = conf.getboolean('core', 'unit_test_mode')
        timers = sched.scheduler()
        def call_regular_interval(