Rovers' second-half display fell short as they came away from Charlton Athletic without any points.
Joe Ariba and Karlan Grant's goals, both of which came in the first half, did the damage.
Rovers pushed for an equaliser, with Niall Mason, James Coppinger, John Marquis and Herbie Kane all having efforts for the visitors.