I actually wonder if he just up and left. On reading the bit in the "Enterprising towns of Illinois" it seems to suggest that the wife was the driving "Artist" behind the business, and I just wonder if his "artistic" (as per the 1880 census) temperament could no longer deal with it, considering his daughter was an up and coming star in the field alongside with his wife.
Malky