depression is not a disease, it's a name for a group of symptoms with wildly different causes and remedies.
Depression is used as an example of a disease in the first few paragraphs of the wikipedia entry for disease
https://en.wikipedia.org/wiki/Disease
Here's the Merriam Webster definition, I think depression fits into it.