UTC led Ole Miss at Oxford at halftime and was still up by six with 17 minutes to go, then the Rebels went on a 28-0 run that propelled them to a 90-70 victory.
The Rebels (8-2) held the Mocs (5-7) scoreless for nearly seven minutes en route to earning their fifth consecutive victory.
Ole Miss also shot over 50 percent for the fifth game in-a-row, setting a new Pavilion record with a 61.5 percent (32 of 52) clip.
Chattanooga had three players in double figures led by David Jean-Baptiste with 15 points.
The Mocs found success from beyond the arc throughout the game, going 11 of 21 (52.4 percent) from long range.
The Mocs had the first half lead thanks to an 18-4 run. Chattanooga knocked down four 3-pointers during that span, including a triple from Jerry Johnson Jr. right before the buzzer. Going into the locker room, UTC led 39-37.
Both teams shot 59 percent in the first half. The three seniors led the Rebels with Stevens tallying nine points, Terence Davis scoring eight and D.C. Davis adding six points. Olejniczak chipped in with seven points as well.
The second half started off as a 3-point contest. Chattanooga drilled a pair from long range to build a six-point advantage before the Rebels flipped the script quickly with four threes of their own.