The threshold of 5% significance is part of statistical convention and very often fixed before even considering the power. Notice that the statistical procedure associates expected error rates with a decision to reject or accept. Especially Neyman has become known for interpreting this in a strictly behaviourist fashion. For further discussion on this point, please see   Section 3.2.2.