The Probability Density Function (PDF) of the Fisher distribution is expressed by the expansion in spherical harmonics in order to prove that the product of two Fisherdistributed random rotations has a distribution of different type, which, however, may be well approximated by the Fisher one. The introduced formalism provides the pattern of how to cope with various types of the distribution on the sphere being combined as rotations.