It is about the new email address, the sender naturally knows the old one. And actually, a truckload of info can be gained. Imagine the sender hosts an image and embeds it in the email. BTW Gmail uses a proxy for embedded images for exactly this reason. The sender will get cookies connected with their domain, then cross reference them with who knows what. So in theory, the leak can be pretty major.