Burnley still have seven games to play, making their promotion the quickest of the Championship era.
Tottenham Hotspur would have moved within two points of leaders Manchester City with a win at Turf Moor.
Apart from Pierre-Emerick Aubameyang, substitute Alex Iwobi scored the third goal for Arsenal while Ashley Barnes scored the lone goal for Burnley.