Literally they go out of business. Best example is Barings Bank:
"The bank collapsed in 1995 after suffering losses of £827 million (£1.6 billion today) resulting from fraudulent investments, primarily in futures contracts, conducted by its employee Nick Leeson, working at its office in Singapore. "