Scanlon handed Travis Binnion's side the lead after just two minutes played in the contest, firing home after Jack Moorhouse had done well in the build-up to create the opportunity.
Leeds then levelled the scoring on the stroke of half-time when Heaton Brown tapped home following Max McFadden's low cross into the penalty area.
But two goals from Norkett and Wheatley ensured victory for the young Reds, with both strikes coming inside the final twenty minutes of action.
Travis Binnion's side flew into the lead in the second minute after Moorhouse collected the ball in midfield before driving forward and playing in Scanlon, who smashed home past Mahady.