This isn't the first time the "Baby" singer has become agitated with a live audience.
During a concert in Norway this past week, Bieber stormed off the stage midway through his performance. An eyewitness at the show told ET that the pop star "drank from a water bottle and gave the rest to the girls nearest the stage."
"He went to dry up the water with a towel when fans tried to take the towel from Bieber," the eyewitness explained. "He became angry and walked off the stage," cutting short the concert after just one song and causing many fans to be disappointed, some to the point of tears.