The Collaborative International Dictionary of English v.0.48:

Unfathered \Un*fa"thered\, a.
   1. Having no father; fatherless; hence, born contrary to
      nature. --Shak.
      [1913 Webster]

   2. Having no acknowledged father; hence, illegitimate;
      spurious; bastard.
      [1913 Webster]