When the governing body of any county or municipality in the state shall purchase any forest products upon which the privilege taxes imposed by this article have not been paid, then the said governing body of said county or municipality shall withhold from the purchase price the amount of the taxes due and shall remit it to the Department of Revenue in the same manner as is required of other taxpayers.