My understanding is - "major depression" is a clinical/chemical brain-based illness <same as if you had a major injury> which CANNOT be cured by "self-help" type things, such as "taking charge of your life" etc.
It -can be - managed by <traditionally> a combination of drugs and behavioral therapies..
Other types of depression - might be- helped by self help books and thinking.