When the land is entered by the probate judge of the county, deeds shall be signed by such judge or his successor in office, under his private seal or scroll. Such judge shall make such conveyance by deed to such town, at private sale, upon the payment by said town of the cost of the proceedings and sale to such land as is used for the benefit of such town only.