Marc Richards opened the scoring after ten minutes for the home side before a Lester penalty made it 1-1 at the break.
Lester then looked to have won it with a header on 85 minutes but two late goals from Jarman and Beevor gave the home side victory.
Gino Padula played the whole game, as did new signing Eugene Dadi.