DETROIT—Long powered by the Big Three auto makers, the bankrupt Motor City today is relying on casino cash.

Taxes drawn from Detroit's three casinos have been the subject of months of tense negotiations in the city's municipal bankruptcy case. Detroit pledged the casino revenue as collateral in a 2009 deal with two of the world's biggest banks that was aimed at securing lower interest rates.

That...