David Moyes has suffered his first home defeat at Old Trafford.
Man United were beaten 2-1 by West Brom, thanks to goals from Morgan Amalfitano and Saido Berahino.
Wayne Rooney got one back for United from a free kick.
There was an upset at Villa Park as well, where Aston Villa came from behind to beat Man City 3-2.
Hull defeated West Ham 1-nil thanks to a Robbie Brady penalty in the first half.
At Craven Cottage Cardiff overcame Fulham by 2 goals to 1,
and Southampton beat Crystal Palace 2-nil.
Earlier it finished 1-all between Tottenham and Chelsea at White Hart Lane.
A point was enough to put Spurs top of the league as things stand.