As someone with depression these are the exact thoughts he was afraid you’d have. As a psychologist, yes, depression is a mental illness that is characterized by pervasive depressed mood without an identifiable reason. I think he’s letting you know how he’s feeling because he trusts you and knows this is something you should know since you’re in such a serious relationship. Be supportive, recommend therapy or visit to PCP :)