Rovers salvaged a late draw at a wet Reigart Stadium, with a David Wilson scoring from a sublime effort.
After a tame first half, Scott Roberts out us ahead shortly after the interval with a pinpoint finish off the post after great work from Callum Wilson.
Stenny scored two quick goals on the hour mark – the first a looping strike from Thomas Orr followed by a bullet header from Robert Thomson.
In monsoon-like conditions, Rovers pushed for a late goal and got a deserved point after a thrilling contest.
Rovers were also denied a penalty in the first half at 0-0, Declan Byrne was clearly shoved to the ground but no spot-kick was given.