The Collaborative International Dictionary of English v.0.48:

dunno \dun*no"\ (d[u^]n*n[=o]"), phrase [Spelled as often
   pronounced in rapid or slurred speech.]
   A slang shortening of I don't know or don't know; as, dunno
   where I lost my keys; Where'd he go? I dunno..
   [PJC]