Such informal explanations also help to overcome the widespread belief that you need to be a genius to approach those problems.
Fair point, but I think the aforementioned danger of misunderstanding is more harmful than learned helplessness with respect to math is. I'd rather people not know the theorem than misunderstand it and use said misunderstanding to wreak epistemic violence.
A list of habitually abused scientific concepts in popular culture?
Add your own!
I want to share the following explanations that I came across recently and which I enjoyed very much. I can't tell and don't suspect that they come close to an understanding of the original concepts but that they are so easy to grasp that it is worth the time if you don't already studied the extended formal versions of those concepts. In other words, by reading the following explanations your grasp of the matter will be less wrong than before but not necessarily correct.
World's shortest explanation of Gödel's theorem
by Raymond Smullyan, '5000 BC and Other Philosophical Fantasies' via Mark Dominus (ask me for the PDF of the book)
Mark Dominus further writes,
The Banach-Tarski Paradox
by MarkCC