All actions against the purchaser or his or her heirs or assigns for the recovery of lands sold at judicial sales shall be brought within five (5) years after the date of the sale and not thereafter, except for minors, persons of unsound mind, and persons imprisoned overseas, the period shall be three (3) years after this disability shall have been removed.