Rovers boss Nigel Adkins blasted his team’s poor discipline after warning Norman and Drysdale to stay cool at the break.
Paul Glatzel, Harry Smith and Kabongo Tshimanga scored from the 87th minute onwards as Tranmere finished with nine men.