The story
Possibly from the idea of a stronger or quicker person snatching away and eating another person’s lunch before they can consume it.
Etymology from Wiktionary, CC BY-SA 4.0.
eat someone's lunch
Today it means: To best or defeat someone thoroughly; to make short work of. Full definition →