Penn State's last trip to Ann Arbor also kicked off in the middle afternoon.
Trace McSorley failed to throw for a passing touchdown against Indiana for the first time as Penn State's starting quarterback.
Penn State's wideouts left a lot to be desired, but its front seven had a strong game in Bloomington.
The Nittany Lions moved up one spot following their 33-28 victory over Indiana on Saturday.
Jonathan Sutherland's forced fumble on an Indiana punt return early in the fourth quarter proved essential to Penn State's 33-28 win.
Toney finished the game with four sacks, including a crucial one on the Hoosiers' final drive of the game late in the fourth quarter.