Melancholia is an old word that describes a deep brooding form of depression. Think of melancholia as "Depression Classic" and you'll get the idea. Melancholic forms of depression can be distinguished from anxious or angry "atypical" forms. In severe melancholic forms of depression, it is not uncommon for there to be psychotic features such as hallucinations and/or delusions.