We shall describe a parametrix of the evolution semigroup associated to the Fokker-Planck equation by mean of a Fourier integral operator with complex phase. Although FIO with complex phase might look frightening to non experts, our approach is very elementary and requires no background in microlocal analysis. This talk will be based on ongoing discussions with Paul Alphonse, Matthieu Leautaud and Xue-Ping Wang.