Treasure Hunt in America | Jesse James lost gold in Oklahoma. Jesse James and the James Gang stole gold from Mexican Guardsmen and rode through a blizzard to the Wichita Mountains in Oklahoma. They decided to bury the gold in a ravine east of Cache Creek. Jesse marked two trees to mark the location of the buried loot. The treasure has never been found. Head to Oklahoma and find the location of the buried treasure and you could get rich!