Shovel them up on hand trucks, Wrap a tie down strap around it, and cart it away. If you can get a couple hand trucks, just leave them on the hand trucks permanently until they are moved back.
I wouldn't do any complete wrapping in blankets, just put something down where two surfaces can meet. Toss a towel in between the metal of the hand truck and the cabinet, a towel around the ratchet of the tie down. a blanket down on the truck bed when moving. You can use cardboard in there as well, but I don't know if bubble wrap would be any good. It seems to me it wouldn't hold up to the weight of a cabinet if hit on edge.