Morgan Gibbs-White scored from the spot but it was too little, too late for Lee Carsley’s side.
Bellingham enjoyed another fine international break where he was once again one of the standout players as England beat Italy and Ukraine.
Conte has been dismissed following his extraordinary rant at Southampton.
The quarter-final first legs take place this week.