Notwithstanding the provisions of § 14-120-326, the owner of any lands, town lots, suburban lots, rural lots, industrial tracts, blocks, railroads, tramroads, telegraph, telephone, and electric power lines and underground cables, pipelines, and all other real property and interests in real property, sold in the manner provided in this subchapter, may redeem the property within two (2) years after the date of the sale. Furthermore, owner of the lands, town lots, suburban lots, rural lots, industrial tracts, blocks, railroads, tramroads, telegraph, telephone, and electric power lines and underground cables, pipelines, and all other real property and interests in real property, at any time within three (3) years after the date of sale, may file his petition in the same court, alleging the payment of the taxes on the lands, town lots, suburban lots, rural lots, industrial tracts, blocks, railroads, tramroads, telegraph, telephone, and electric power lines and underground cables, pipelines, and all other real property and interests in real property, for the years for which they were sold. Upon the establishment of that fact, the court shall vacate and set aside the decree and the deed issued by the commissioner thereunder as to the lands, town lots, suburban lots, rural lots, industrial tracts, blocks, railroads, tramroads, telegraph, telephone, and electric power lines and underground cables, pipelines, and all other real property and interests in real property lying within the boundaries of the district.