Joel Hamkins's Proof and the Art of Mathematics is a beautiful book in both senses. It's both beautifully written, but also physically beautiful, thanks to its many illustrations, which I was surprised to hear were made by the author himself.
amazon.com/Proof-Mathematics… (https://www.amazon.com/Proof-Mathematics-Joel-David-Hamkins/dp/0262539799)