About 100 people, including Snoop Lion, attended the party, which continued well into the early hours of Saturday morning and prompted some of his neighbors to make noise complaints.
Los Angeles police officers made two visits to the house and wrote up a report on a misdemeanor charge of disturbing the police.
Despite the bad press, Bieber said later that the shindig had literary inspiration.
"It was wild," Bieber told a paparazzo. "It was some Great Gatsby-sh**."