The approach introduced in [M. Janžura: On the concept of asymptotic Rényi distances for random fields. Kybernetika 5 (1999), 3, 353-366.] is further developed and the asymptotic Rényi distances are studied mostly from the point of their monotonicity properties. The results are applied to the problems of statistical inference.