Page and Hurst connected at the end of the first half to give Morehead State a 21-10 lead. But Stetson scored 16 straight in the second half, taking a 26-21 lead with 3:24 left on Bryce Blackmon's 1-yard TD run.
Jarin Higginbotham's caught a pass for a successful 2-point conversion with 30 seconds left for Morehead State's three-point lead. Stetson went four plays on its final drive but the game ended on a fumble.
Page also ran for 103 yards and one touchdown on 16 attempts for Morehead State (3-5, 2/3 Pioneer Football League). Hurst made seven catches for 70 yards and two scores.
Page accounted for 324 of Morehead State's 392 total yards.
Colin McGovern went 23 of 36 for 240 yards with one touchdown and two interceptions for Stetson (2-6, 1-4).
More AP college football: http://collegefootball.ap.org and https://twitter.com/AP-Top25
Vols shuffle staff, name Raiders' Derrick Ansley as new DC
The Tennessee Vols have shuffled their coaching staff and named former Oakland Raiders assistant Derrick Ansley as defensive coordinator and defensive backs coach.
The 2019 quarterback recruits who could shake up next year's transfer market
Oklahoma's Spencer Rattler is one of several incoming quarterbacks who could shuffle the depth chart at their programs.
Arrest warrant issued for Nebraska's Maurice Washington in explicit video case
An attorney for Nebraska RB Maurice Washington said Thursday he never told the school about the nature of potential charges against the player in a pornography case that cropped up just as last season was getting started.
Missouri appeals NCAA sanctions, calling penalties 'overly harsh'
Missouri vowed to fight NCAA penalties against its football, baseball and softball programs, with athletic director Jim Sterk saying the case involved "an isolated incident within our program."
NCAA committee reviewing college football's transfer guidelines
The guidelines used when the NCAA reviews the eligibility of athletes to immediately play after transferring are under review by a committee, the organization said.
USC 2019 spring preview: Plenty of questions after losing season
The Trojans' fan base is unhappy, the upcoming schedule is brutal, and there's uncertainty if JT Daniels is the answer at QB.