March 4, 2021 Vehicle excise tax exemption available for Massachusetts service members All Massachusetts residents who own and register a vehicle in the Commonwealth must pay a motor vehicle excise tax. While the majority of motorists are required to pay this tax annually for using the roadways, some may qualify for an exemption.