Klopfer was born on August 28, 1940, in Dresden, Germany. He told documentary filmmaker Mark Archer that he was staying with his aunt in the Dresden suburbs when the allies firebombed the city in 1945. Klopfer would have been four and a half years old at the time. This event, Archer noted, seemed to have been the defining moment of Klopfer's life.