Blindheim is a surname. Notable people with the surname include:
Charlotte Blindheim (1917–2005), Norwegian archaeologist Oddbjørn Blindheim (born 1944), Norwegian jazz pianist and dentist Svein Blindheim (1916–2013), Norwegian military officer Svein Olav Blindheim (born 1954), Norwegian jazz double bassist, composer and writer