  We explore properties of the $\chi^2$ and more general R\'enyi (Tsallis)
distances to the normal law. In particular we provide necessary and sufficient
conditions for the convergence to the normal law in the central limit theorem
using these distances. Moreover, we derive exact rates of convergence in these
distances with respect to an increasing number of summands.
