Bárány is the son of Ernst Bárány and psychiatrist Margit Boman-Bárány, and the grandson of Nobel prize recipient Róbert Bárány. He is the father of Sigrid Bárány, who was winner of the cooking show Sveriges mästerkock, broadcast on TV4 in 2012.