A tax shall be levied on the consumer of cigarettes produced through the use of a cigarette rolling machine at the rate imposed by §67-4-1004, except that §67-4-1004(b) shall not apply to such cigarettes. Such tax shall be reduced by the amount of state excise tax paid by the cigarette rolling machine operator pursuant to §67-4-1005 for the purchase of tobacco products used to produce such cigarettes. A cigarette rolling machine operator shall calculate the amount of tax applicable to the cigarettes produced through the use of a cigarette rolling machine and shall remit such amount to the department with the requisite tax forms.