Buncel was born in 1931 in Presov in Czechoslovakia, now part of Slovakia. His parents were Ignacz and Irene. His father was a civil servant with the Customs Department. He had four older siblings: Eugen (Moshe), Marta (Miriam), Alice (Rivka) and Julius (Jonah).