Explain why a P-value indicating that the sample was an unusual event (less than 0.05, for example) would lead us to reject the null hypothesis.

Question

Assume that we trust the sampling method to be as random as possible and to have minimized potential bias or confounding. I do not know how to answer this question. 

Answer 1

Because there is statistical evidence that the null hypothesis may be false.