The three 'outs'. Wipeout, Burnout and Mario Kart N64 ...out. And not so much the recent Burnouts as the old-school Micro-Machines styled ones. Damn, they were so much fun with friends over. =]

EDIT: Special mention to Road Rash, NFS: Hot Pursuit and (although not so much for the racing aspects...) Destruction Derby.