All taxable property annexed to a district shall thereafter be subject to the levy of taxes for the payment of any indebtedness of the district outstanding at the time of the annexation. Property excluded from a district shall thereafter be subject to the levy of taxes for the payment of any indebtedness of the district outstanding at the time of its exclusion in the same manner and to the same extent as if the property had not been excluded from the district.