The approach introduced in [M. Jan\v{z}ura: On the concept of asymptotic R\'enyi distances for random fields. Kybernetika {\mi 5} (1999), 3, 353--366.] is further developed and the asymptotic R\'enyi distances are studied mostly from the point of their monotonicity properties. The results are applied to the problems of statistical inference.