The interval estimation for the infinite population median was constructed by using the order statistics of the median ranked set sample,and the new estimator was shown to be distribution-free. In addition,it was proofed analytically the precision of the new interval estimator is higher than the interval estimator of the population median under ranked set sampling. Finally,a practical application was carried out for a real data set related to conifer trees.