Chelsea is a town located in Rogers County, Oklahoma. Chelsea has a 2026 population of 1,986. Chelsea is currently declining at a rate of -0.35% annually but its population has increased by 0.35% since the most recent census, which recorded a population of 1,979 in 2020.