My dad went out for milk. It's been 15 years and I still have to eat my cereal dry.
The Milk Run
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Explanation
The humor comes from the absurdly long time the dad has been gone after going out for milk, implying he abandoned his family. It's a play on the common trope of a parent leaving for a simple errand and never returning.