In order to procure the refunding under the provisions of Section 40-10-160 of the amounts erroneously paid for taxes on property, the taxpayer, his heirs, or assigns shall file in duplicate a petition directed to the judge of probate of the county wherein the land is situated, setting up the facts relied on to procure the refunding of the money so erroneously paid.