First settled as Ellistown in 1838, Blue Springs was formed when the Kansas City, Memphis, and Birmingham Railroad was built in 1888, bypassing Ellistown. Residents then migrated closer to the railroad. In 2007 Blue Springs became the home of Toyota Motor Manufacturing Mississippi.