The scam has been slammed by other Twitter users, who say it shows extreme disrespect to those struggling with real mental health issues.
It is not the first time posters on 4Chan's /b/ forum have targeted Bieber fans.
An earlier scam concocted a fake report the singer had been diagnosed with cancer and called for fans to cut their hair off to support him.
Bieber was caught up in the smoking scandal earlier this week, after gossip site TMZ posted several photos of him appearing to hold a roll-up cigarette at a party.
After the snaps appeared on the web, the 18-year-old singer took to Twitter to post a cryptic message to his followers.
"Everyday growing and learning. trying to be better. u get knocked down, u get up... i see all of u. i hear all of u. i never want to let any of you down. i love u. and... thank u... like i said... 2013... new challenges. new doubters... Im ready. We are ready. see u all tomorrow and everyday after that," he wrote.
- Herald Online