Alexis Sanchez and Olivier Giroud scored braces to guide the Gunners to glory, Jermaine Defoe scored the consolation goal for the home side.
The Manchester Giants were up next. While Jose Mourinho's Manchester United failed to score any goal against Burnley, Pep Guardiola's Manchester City netted 4 times against West Bromwich Albion.
Manchester United were up against a resolute Burnley side who refused to give up. The Red Devils played an extremely attacking brand of football but failed to break the deadlock. They had 37 attempts on target.
The Cityzens on the other hand finally broke their winless streak of 6 matches and returned to form in style. Sergio Aguero and Ilkay Gundogan scored two goals each to guide Manchester City to glory.
The last game of the night featured Liverpool FC who scored 4 times against Crystal Palace. Phillipe Coutinho was at his best providing two assists as the Reds marched to yet another win.
Here are all the results from Day 1 and 2 of game week 10
Played on Tuesday (November 1)
Stoke City 3-1 Swansea City
Played on Sunday (October 30)
Everton 2-0 West Ham United
Southampton 0-2 Chelsea
Played on Saturday (October 29)
Sunderland 1-4 Arsenal
Watford 1-0 Hull City
West Bromwich Albion 0-4 Manchester City
Manchester United 0-0 Burnley
Tottenham Hotspur 1-1 Leicester City
Middlesbrough 2-0 Bournemouth
Crystal Palace 2-4 Liverpool