Pianists don't find beauty in written maths, but mathematicians don't usually find beauty in sheet music either. It is the performance, accesible to our senses, that can convey beauty even to amateurs.
Accidentally - in the parts of maths where the concepts can be visualized, such as fractal theory, non-mathematicians seem to love what they see.