In most cases, depression isn't an illness, it's a result of life circumstances and the way you think. Think of it like obesity - it's a mismatch between ancient genes and the modern environment. The genes are fine, the environment we've created is what's fucked.

There are cases of depression that result from health issues, but these definitely aren't the majority. This is just a hypothesis society has put forth to avoid taking a long hard look at itself.