You should read up, in detail, how the founders of modern physics (Paul Dirac in particular) made their discoveries.

The most famous case of this is the discovery of antimatter, but it goes so much farther than this.

It's truly astounding how, given shockingly few predicates, you can reach the conclusion that electromagnetism as we know it has no choice but to exist by way of pure math.