The Transport Minister Martin Hunt has told parliament that this is causing road congestion and wasting land.
He said the island, with a population of about 11,000 and few roads, has more than 5,000 registered vehicles, and many unregistered.
Mr Hunt said the surplus of vehicles, including motorcycles, will also cause environmental damage.
New bus schedules are being worked on to encourage people to use public transport.