**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
)
        for task_instance in tis_to_set_to_scheduled:
            self.executor.queued_tasks.pop(task_instance.key)
        task_instance_str = "\n\t".join(repr(x) for x in tis_to_set_to_scheduled)
        self.log.info("Set the following tasks to scheduled state:\n\t%s", task_instance_str)
    @provide_session
    def _process_executor_events(self, session: Session = None) -> int:
        """Respond to executor events."""
        if not self.processor_agent:
            raise ValueError("Processor agent is not started.")
        ti_primary_key_to_try_number_map: Dict[Tuple[str, str, datetime.datetime], int] = {}
        event_buffer = self.executor.get_event_buffer()
        tis_with_right_state: List[TaskInstanceKey] = []
        
        for ti_key, value in event_buffer.items():
            state: str
            state, _ = value
            
            ti_primary_key_to_try_number_map[ti_key.primary] = ti_key.try_number
            self.log.info(
                "Executor reports execution of %s.%s execution_date=%s "
                "exited with status %s for try_number %s",
                ti_key.dag_id,
                ti_key.task_id,
                ti_key.execution_date,
                state,
                ti_key.try_number,
            )
            if state in (State.FAILED, State.SUCCESS, State.QUEUED):
                tis_with_right_state.append(ti_key)