Zeitlin taught at Dropsie College in Philadelphia. In addition to history he taught Talmud. Many rabbis of the Philadelphia area were his students. He never married and had no immediate survivors. Dr. Zeitlin stirred up controversy when he stated that he did not believe that the Dead Sea Scrolls were of pre-Christian origin.