Simple, give the Wizard some items that boosts his save DC.
Anti magic aura halves incoming damage.
Paladin Aura boosts saves by Cha mod, min of +1.
I would feeblemind the paladin to weaken the party's save boost, and then play it by ear, but a banishment would be effective in removing his...