The Collaborative International Dictionary of English v.0.48:

dumbfounding \dumbfounding\ adj.
   causing astonishment. [Narrower terms: incredible (vs.
   credible), unbelievable]

   Syn: astonishing, astounding, dumfounding.
        [WordNet 1.5]