While there's truth to this, it's a generalization. Twin studies show that there's a moderate genetic factor in depression, and a strong one for manic depression
To me this article is akin to saying that the various forms of heart disease are not actually diseases. Instead, they are symptoms of a poor diet and lack of exercise.