After a below par performance for 90 minutes, the Gunners managed to scalp the winning in the last few seconds before the final whistle.
Chelsea FC got back to winning ways as they registered a 2-0 win over Hull City, Willian and Diego Costa scoring the two goals. Liverpool FC came from behind to beat Swansea City 2-1.
On Sunday, Manchester United yet again succumbed to mediocrity as they managed a draw against Stoke City. Anthony Martial scored for the Red Devils after the team missed a series of opportunities. Former Liverpool man Joe Allen equalised for Stoke in the 87th minute.
In the headlining match of the game week, Tottenham Hotspur took on Manchester City. Mauricio Pochettino's Spurs finally managed to end City's winning streak in the league as they beat them 2-0.
Here are all the matches from game week 7
Everton 1-1 Crystal Palace
Swansea 1-2 Liverpool
West Ham United 1-1 Middlesbrough
Hull City 0-2 Chelsea
Sunderland 1-1 West Bromwich Albion
Watford 2-2 Bournemouth
Manchester United 1-1 Stoke City
Leicester City 0-0 Southampton
Tottenham Hotspur 2-0 Manchester City
Burnley 0-1 Arsenal
Team of the Week
Goalkeeper: Lee Grant
Defenders: Virgil van Dijk, Jan Vertonghen, Danny Rose
Midfielders: Willian, Nacer Chadli, Willian, Victor Moses, Dele Alli
Strikers: Roberto Firmino, Diego Costa