The petition, placed on the White House's "We The People" site, says Bieber should be deported and the U.S. Government should revoke his green card.
It had more than 70,000 signatures as of late Tuesday morning.
"We the people of the United States feel that we are being wrongly represented in the world of pop culture. We would like to see the dangerous, reckless, destructive and drug abusing, Justin Bieber deported and his green card revoked," the petition reads. "He is not only threatening the safety of our people but he is also a terrible influence on our nation's youth. We the people would like to remove Justin Bieber from our society."