Hibbert didn't have to deal with injured Cavs center Anderson Varejao, the NBA's leading rebounder. Varejao missed his second game in a row with a bruised right knee.
David West added 15 points and 10 rebounds and Gerald Green had 14 points — with a ferocious dunk — as the Pacers won for the fifth time in six games.
Kyrie Irving scored 17 points on just 5-of-16 shooting for the Cavs, who are 1-11 in their last 12 games. Tristan Thompson had 12 points and 13 rebounds for Cleveland, 3-21 in its past 24.