The Collaborative International Dictionary of English v.0.48:

Anti-federalist \An`ti-fed"er*al*ist\, n.
   One of party opposed to a federative government; -- applied
   particularly to the party which opposed the adoption of the
   constitution of the United States. --Pickering.
   [1913 Webster]