Answer
See below.
Work Step by Step
Power refers to the probability of rejecting the null hypothesis in case of the alternative hypothesis being true.
Thus a low power implies that we have a low probability to detect that $H_0$ is false in case of the alternative hypothesis being true. Thus we will have $1-0.2=0.8$ probability of failing to reject the null hypothesis in case of the alternative hypothesis being true.