Peter Kastner graduated from the University of California at Los Angeles (UCLA) with a degree in Modern European History. He studied also at UCLA for a Masters degree in that field but put those studies aside to pursue acting work. He was a lifelong learner, most recently teaching himself Yiddish in the original Hebrew script.