When we've proven that the hypothesis is false !
alternitive hypothesis
You should reject the null hypothesis.
Be able to reject the null hypothesis and accept the research hypothesis
It means that the experiment is consistent with the hypothesis. It adds to the credibility of the hypothesis.
Probability of failing to reject a false null hypothesis.