This is due to an increased homogeneity ( H (C|K) H(C) ) and a relatively stable completeness ( H (K|C) H(K) ).
inclusion of more clusters leads to clusters with a more skewed within-cluster distribution and a equivalent distribution of cluster memberships within classes.