The Collaborative International Dictionary of English v.0.48:

Unlovely \Un*love"ly\, a.
   Not lovely; not amiable; possessing qualities that excite
   dislike; disagreeable; displeasing; unpleasant. --
   Un*love"li*ness, n.
   [1913 Webster]