Regarding the actual topic at hand though, I actually do agree with you (hence disagree with OP), since I do believe that mastering concepts like color theory and typography are indeed extremely low on the extensive priority list of things to master to create great UIs.
I've been building them, and convinced people to pay me quite handsomely for them, for quite a considerable amount of time, and never have I had to deep-dive into typography, color theory, or the like.
Typography also plays parts in human facing design, like being able to discern I and l and other such things. You may get by without all that, but I have seen too many cases of broken stuff, and that website from the OP is a big mess, pretty much counterexample of what I call "good design".