Does Justin Bieber take estrogen pills? Teen pop-sensation Justin Bieber has been the subject of numerous rumors. Whether it’s the one about Bieber going to jail, Bieber taking estrogen pills, Bieber assaulted a fan, Bieber suicide, Bieber broke his neck, Bieber busted for smoking weed, or that he has a new girlfriend, the rumors become top Internet searches as the stories spread like wildfire across the web.