Depression is a serious medical illness, it's more than just feeling "down in the dumps" or "blue" for a few days. It's feeling "down" and "low" and "hopeless" for weeks at a time. There are several forms of depressive disorders. The most common are major depressive disorder and dysthymic disorder.

Major depressive disorder, or major depression, is characterized by a combination of symptoms that interfere with a person's ability to work, sleep, study, eat, and enjoy once-pleasurable activities. Major depression is disabling and prevents a person from functioning normally. An episode of major depression may occur only once in a person's lifetime, but more often, it recurs throughout a person's life. 

Dysthymic disorder, or dysthymia, is characterized by long-term (two years or longer) but less severe symptoms that may not disable a person but can prevent one from functioning normally or feeling well. People with dysthymia may also experience several episodes of major depression during their lifetimes.

Video from The National Institute of Mental Health