McHargue completed 12 of 21 passes for 144 yards and ran for another 68 yards. Charles Ross led all rushers with 117 yards on 16 carries as Rice (2-5) rolled up 301 yards on the ground.
While Rice’s quarterback didn’t throw for a touchdown, running back Luke Turner hit Donte Moore for a 38-yard TD pass in the second quarter. Two Chris Boswell field goals rounded out the scoring for Rice.
Kristian Stern had two field goals for the Roadrunners, who lost for the first time this season after a 5-0 start.