Arsenal took the lead when Bacary Sagna headed home Cesc Fabregas' corner on 59 minutes.
But Didier Drogba's late brace put a major dent in Arsenal's title ambitions and resurrected Chelsea's.
All three sides have played the same ammount of games and so each have seven matches to play.