Do all geniuses have depression?

Anyone who is not a psychopath suffers from both anxiety and depression.

That said, intelligent non-psychopaths are indeed more prone to depression than others.

Cognitive dissonance causes and depression, and intelligent people are more likely to experience such dissonances, since they have to manage larger and more complex bodies of information than others.