Arsene Wenger's side are languishing in sixth place, but that has not stopped some players from having a little fun on the training ground.
Ahead of their North London derby against rivals Tottenham, which takes place at White Hart Lane on Sunday, Arsenal posted a video of the team's preparation.
It's a high pressure game as the Gunners look to salvage what's left of the season, but it's not weighing too heavily on Olivier Giroud, who cheekily attempts a nutmeg on his boss.
Unfortunately for Giroud, he doesn't quite manage to pull it off and Wenger can only smile.
A microcosm of Arsenal's season? Watch the video above!