Is it possible that, for some reason, they didn't know they were descending?
Possible? Maybe... distraction / pre-occupation with an unrelated problem is not unheard of, and well documented (Everglades) - but one would think unlikely in this day and age - especially with modern bells 'n whistles.
But both pilots simply overcome by hypoxia so quickly also seems unlikely, on the face of it.