Kasznar was born in Vienna, Austria-Hungary. He married American heiress Cornelia Woolley. This was after her 1939 divorce from her second husband. She died at home unexpectedly in June 1948, at age 48. At the time, Kasznar was performing in John Houseman's Broadway production of "Joy to the World".