Any mobile home which is a part of a dealer's inventory and held solely for sale in the ordinary course of the dealer's business and is not used for any other purpose shall be exempt from property taxation: PROVIDED, That this exemption shall not apply to property taxes already levied or delinquent on such mobile home at the time it becomes part of a dealer's inventory.