Despite the room cheering that they are, Bieber's efforts to clean up were further hampered by excited fans.
"I'm trying to wipe the floor, give me a second, yo," the pop star snapped before deciding he'd had enough and storming off stage.
"Never mind, I'm done, I'm not doing the show."
The reaction from the crowd was disbelief at first, until fans began tweeting the star definitely wasn't coming back.
Bieber has posted to Instagram to explain his actions, saying he's sorry but he hopes people understand where he's coming from.
This is another in a long line of recent temper tantrums from the pop star, who many fans have said refused to take a picture with them and rudely ignored their requests to talk to them.