Oppenheimer was a compulsive smoker. In late 1965, he was diagnosed with throat cancer.

He underwent surgery, radiation therapy and chemotherapy. While at his home in Princeton, New Jersey, he fell into a coma and soon died on February 18, 1967, at the age of 62.