Well, dogs develop allergies to foods on a case by case basis. ... An offshoot of this very same theory tries to explain milk as a basic need and want that's bred into canine DNA. They posit that because early dogs instinctively nurse, they must develop a taste for milk that stays with them throughout their adult lives.