Rovers were the dominant side throughout, and a desperate tackle by Darryl Westlake prevented Wayne Brown giving the visitors the lead.
On 69 minutes Stuart Campbell sent Jo Kuffour through for Rovers but the striker saw his shot cleared for a corner by defender Clayton McDonald.
But Walsall should have won it late on when McDonald's header hit the bar.