This book has the subtitle "The Anatomy of Depression". It does not sound like light reading, but it is quite an accessible consideration of what depression is all about. The author is a scientist who has himself experienced depression.
This is the November Bookclub selection [I am rather behind]. It is not a book I would have necessarily come across by myself, though it is a topic that interests me. I think I gained some further insights from hearing his perspective.