Wenner was raised in the San Francisco Bay Area, the son of Sim and Edward Wenner. He grew up in a secular Jewish family.

His parents divorced in 1958, and he and his sisters, Kate and Merlyn, were sent to boarding schools. He completed his secondary education at the Chadwick School in 1963, and went on to attend the University of California, Berkeley.