What makes quantum physics special?

A brief tour through eighty years of answers (photo credit: one of the most popular images used to abstractly convey quantum physics. original author unknown)
Quantum physics is, at least by reputation, famously strange, counter-intuitive, and hard to understand. A quick internet search will turn up an endless scroll of quotes by eminent physicists saying this, so it must be true.
