The accident happened about 4-5 nautical miles off the coast, near Ka Island.
Police officers and related officials in the province deployed their vessels to rescue people on the boat before sending them to hospitals.
Officials believe the blaze began when the boat's engine exploded. Passengers jumped off the boat into the sea, with some of them sustaining minor injuries.
No one died due to the accident, the officials added.