Atlason is a surname. Notable people with the surname include:
Arnór Atlason (born 1984), Icelandic handball player Emil Atlason (born 1993), Icelandic football player Hlynur Atlason (born 1974), Icelandic industrial designer Jóhannes Atlason (born 1944), Icelandic football player and manager