Other conditions can be factors for why traditional treatment such as talk therapy isn't working for depression. Because of this, the correct diagnosis of the underlying cause is often the only way to resolve the long term depression. Allow yourself to have some hope! Common causes are treatable, and with common-sense treatment, your mood can improve on a long-term basis.