 The population was 15,620 at the 2010 census.Blytheville was founded by Methodist clergyman Henry T. Blythe in 1879.It received a post office in 1879, was incorporated in 1889, and became the county seat for the northern half of Mississippi County (Chickasawba District) in 1901.