Axelson is a surname. Notable people with the surname include:

Jan Axelson (born 1949), American author and conservationist Joe Axelson (1927–2008), American sports executive Matthew Axelson (1976–2005), American Navy SEAL

See also Axelson (company), 1920s aero engine maker Axelsen Axelsson