We do (http://www.direct.gov.uk/en/Motoring/OwningAVehicle/HowToTaxYourVehicle/index.htm?cids=Google_PPC&cre=Car_Tax). After all, we use it on the roads on a yearly basis. (If the car is off the road you can register it so no tax is due.)