The lots, parcels, or tracts of land acquired under this Chapter, together with the tenements and appurtenances for the purpose mentioned in this Chapter, shall be exempt from taxation. (1870-1, c. 44, s. 3; Code, s. 3082; Rev., s. 5428; C.S., s. 8055.)