But this time, the Gunners have been shown up by their own ladies' team!
After losing 3-1 to West Bromwich Albion on Saturday afternoon, the mens' side saw Arsenal Ladies beat local rivals Tottenham 10-0.
And fans have ripped into Arsene Wenger's side - saying the ladies' team have more heart and character than their male counterparts.
Wenger's men cannot even go a day without being the subject of social media criticism... but it is totally understandable this time.
You can see some of the best social media reactions below...
FULL-TIME: Arsenal 10-0 Tottenham Hotspur North London is