The Cape Coral Police Department said no one was hurt in the incident and there was no danger posed to the surrounding area.
Investigators say a propane tank on board the boat exploded sometime before 9 p.m. Thursday. The boat occupants managed to abandon ship before a larger second explosion.
No information was immediately available as to how many passengers were on board. Police also did not specify the type or size of the boat involved.