The Collaborative International Dictionary of English v.0.48:

Edibleness \Ed"i*ble*ness\, n.
   Suitableness for being eaten.
   [1913 Webster]

WordNet (r) 3.0 (2006):

edibleness
    n 1: the property of being fit to eat [syn: edibility,
         edibleness]