The Collaborative International Dictionary of English v.0.48:

Unpicturesque \Unpicturesque\
   See picturesque.

WordNet (r) 3.0 (2006):

unpicturesque
    adj 1: without beauty or charm [syn: unlovely,
           unpicturesque]