Not at all. That is why it is called a "mathematical proof". Example: When Einstein suggested special relativity in 1905 it was a revelation. The paper gained acceptance based upon the mathematics alone HOWEVER Einstein still had to wait for 1919 until Arthur Eddington verified it with the eclipse experiment. With no proof special relativity would have been discarded over time.
You're confusing mathematical proofs with "evidence for something".