 Zilversmit was born in Hengelo, Netherlands, the son of Herman and Elizabeth (DeWinter) Zilversmit.He began studies at Utrecht University but escaped before the German invasion in World War II.He came to the United States in 1939 to finish his studies at the University of California, Berkeley (B.S., 1940, Ph.D. 1948).