There are various levels of how rigorous evidence is. Apparently, the law in question was made based on assumptions about the materials involved, and as someone else pointed out there was a ten year gap between the mathematical explanation and actual implementation, so I guess these materials are quite complex.

Also, this does not invalidate the previous law necessarily; we still use Newton's laws because its assumptions hold under most circumstances.

By building things that work.