During the Great Depression there was also an economic collapse with deep decreases in production and consumption of just about everything - except useless production of what was already overproduced anyway. That could naturally make people depressed, strive for radical changes like Communism, etc.

But we are speaking simply of mass unemployment. That alone is not enough to cause widespread despair.