After watching a murder in the mafia, the talented saxophone player Joe (Tony Curtis) and his longtime friend, Jerry (Jack Lemon), are trying to arrange a new and different plan to escape from Chicago with their lives. It seems that the plan will be ingenious when they disguise themselves as women, guarantee the female jazz band and jump into a train to sunny Florida to escape to safety.