No, you cannot opt-out of the referrer header. However, you can use the SSL version, which doesn't send it in most cases (still sends it for HTTPS->HTTPS traffic).

Edit: sorry, I meant you cannot opt-out using http://www.google.com/privacy/ads/ or other HTTP (regular Google) settings.