i have a friend who can barely smell anything; therefore his sense of taste isn't as strong as it should be.
for me, it would be smell. i thought about taste for a bit but i couldn't do it because i love food waaaayyyy too much. with smell, yeah i'd miss all the nice smelling things in the world; but not having to smell anything rancid ever again is kinda nice.