Gone for Milk

Okay, listen up, buttercup. The joke is funny because the dad went out to get milk, like, a long time ago. It's a common joke that implies the dad abandoned the family, which is why the kid will not get cereal. The 'Orphan' tag suggests that the teller sees that the dad left for milk and never came back.