The Collaborative International Dictionary of English v.0.48:

Contra \Con"tra\
   A Latin adverb and preposition, signifying against, contrary,
   in opposition, etc., entering as a prefix into the
   composition of many English words. Cf. Counter, adv. &
   pref.
   [1913 Webster]