The park is so named because of its use as a natural corral by horse thieves in the 19th Century. The plateau drops off with sheer cliffs several hundred meters tall on 3 sides, with only a narrow neck of land (30 yards or so) connecting the plateau to the main plateau. Thus it was easy for rustlers to simply fence off this narrow neck, and keep their horses from running away.