Eisner was born on March 7, 1942 in Mount Kisco, New York. He was raised in Los Angeles, California. Eisner studied at The Lawrenceville School and at Denison University. He has been married to Jane Breckenridge since 1967. They have three children. He now lives in Los Angeles, California.