They've started an online petition asking for the magazine to admit its mistake and "right this wrong."
Fans are demanding Gosling get his own People cover.
So far, more than 3,300 people have signed the petition.
Gosling has had a lot of exposure this year with starring roles in "Blue Valentine," "Crazy, Stupid, Love" and "Drive."