Page attended the University of Toledo, where he played for the Toledo Rockets football team from 2009 to 2011. As a freshman in 2009, he was voted to the freshman All-American team by Collge Football News. As a sophomore in 2010, he was a consensus first-team All-American. As a junior in 2011, Page caught 112 passes in the regular season, becoming Toledo's all-time leading receiver, and he was named to the All-MAC first team at three positions: as a wide receiver, as a kick returner, and as a punt returner. Following the 2011 season, Page decided to forgo his fourth year of collegiate eligibility and enter the 2012 NFL draft.