Stevens, 32, will join Emma Watson, who is playing Belle, the "Beauty" in the title, while Luke Evans is in talks to play the vain villain Gaston, said the Hollywood Reporter.
Bill Condon is directing the film while David Hoberman and Todd Lieberman are producing.