At my university, our mathematics courses were taught by the Mathematical Sciences Institute in the College of Physical and Mathematical Sciences.
Not disputing your statements about proof methods and use of empirical evidence, just pointing out that the term "science" can and indeed commonly is applied to mathematical disciplines in the academy.