The story
From the fact that gambling has a great unlikelihood of yielding monetary return, and is therefore supposedly engaged in only by stupid people as a form of penalty for their stupidity.
Etymology from Wiktionary, CC BY-SA 4.0.
stupid tax
Today it means: Money spent on gambling, such as sports betting or lotteries. Full definition →