The emergency services were alerted to the explosion at Hotellbryggan, a jetty on the east of the island, at 11.35am.
Six people were on the sailing boat which reportedly exploded as it was refuelling.
One child was taken to hospital by helicopter while ambulance, fire and sea rescue services were all at the scene of the accident.
It is still unclear what caused the explosion.