This means that drinking milk can cause similar symptoms as in lactose-intolerant humans: diarrhea, vomiting, and abdominal pain. Milk also contains high amounts of fat and if consumed in large amounts, it can lead to weight gain and upset your cats stomach. Can kittens drink milk? Just like adult cats, kittens should not consume cows milk.