Baker, whose only previous Davis Cup victory came against Argentina's Agustin Calleri in 2008 in a tie that was already lost, revealed he was nervous before the match.
The tie appeared to be beyond Rochdale but Rundle struck the ball beyond Logan from 18 yards to ensure a nervous finish for Stockport and a sense of drama until the final whistle.