Antlers is a city in, and the county seat of, Pushmataha County, Oklahoma, United States. The population was 2,453 at the 2010 census, a 3.9 percent decline from 2,552 in 2000. The town was named for a kind of tree that becomes festooned with antlers shed by deer, and is taken as a sign of the location of a spring frequented by deer.