Shelly Bay Road is now open again following the earlier crash.
The vehicle has been removed from the sea at Shark Bay.
One person has been transported to hospital in a serious condition.
Two other people in the vehicle sustained minor injuries.
Police enquiries into the circumstances are ongoing.