It’s not really that capitalism “corrupts” democracy, it’s that all states serve the ruling class, and the political formation reinforces that. Capitalist democracy is democracy for capitalists, dictatorship for workers. In a socialist state, the political power is held by the workers, it becomes democracy for the working class and dictatorship for capitalists, landlords, etc.