Milk contains lactose (milk sugar), which is not easily digested. This sugar passes through undigested until bacteria in the lower bowel interact with it, which produces irritating byproducts, as well as gas.
Depending on your tolerance level, you may find even the smallest amount of milk can cause cramps, gas and diarrhea.