Taylor Richards' first-half goal was enough to secure a place in the Emirates FA Cup fourth round for Rovers.
An astounding defensive display led by captain Tom Anderson helped Rovers keep a clean sheet against one of the Championship's top scoring teams as they progressed to the next stage of the cup competition.