Rush Springs is a town in Grady County, Oklahoma, United States. The population was 1,231 at the 2010 census. The town promotes itself as the "Watermelon Capital of the World."The community's largest event is the annual Rush Springs Watermelon Festival, that attracts about 30,000 people each year, who consume about 50,000 pounds of watermelon.