It shall be the duty of the county treasurer of the county in which any cemetery district is situated to receive and disburse all district revenues and collect all taxes authorized and levied under this chapter. There is hereby created in the office of county treasurer of each county in which a cemetery district shall be organized for the use of the district, a cemetery district fund. All taxes levied for district purposes when collected shall be placed by the county treasurer in the cemetery district fund.