Peterson was born in Stockholm in 1923 and grew up in Örebro, before returning to Stockholm where he studied to become an illustrator.
Peterson se narodil ve Stockholmu v roce 1923, vyrůstal v Örebru, a do Stockholmu se vrátil, aby vystudoval a stal se ilustrátorem.