The known unknowns are like a door you haven't opened. The unknown unknown is not even realizing there's a door. It's a thrill to discover such doors.
It makes me hopeful to think that just a couple of steps off the beaten track, there are miracles that the mainstream has not dreamed of (nor me). There are more things in heaven and earth, Horatio,/Than are dreamt of in your philosophy. Such is the motivation of a would-be scientist/inventor/entrepreneur.
One may laugh at such incompetent people as in the article... but how do we know we aren't incompetent? One way is objective tests: If we can pass a maths test, we likely know some maths. If our programs behaves as we predict, we likely know some coding. Another way is to consult with a community of people reputed to be competent, and ask them if we are. Universities do this - notwithstanding the study in the article - hopefully at least at the postgraduate level. I may be stupid, but at least I'm state-of-the-art-stupid. Of course, there are famous examples of radical scientists, scorned by the scientific establishment, who turned out to be right... (though perhaps famous more due to their appeal than their frequency.)