 The town is believed to have acquired its name in the early 19th century from a trough used to render bear fat, which was sold to customers in New Orleans.Oil Trough has been noted for its unusual place name.Oil Trough is located on the south bank of the White River along Arkansas Highway 14 between Elmo about four miles to the east and Rosie five miles to the west.