As you define stupidity as foolishness, then both rich and poor experience it. We even experience our own stupidity in our failed decisions and we know how we should have known better or asked help regarding such decision.
Stupidity is not something natural in us, it is something we commit once in a while but something we can overcome and learn as we mature in life.