In this article, we find the full Fourier expansion for the generalized
non-holomorphic Eisenstein series for certain values of parameters. We give a
connection of the boundary condition on such Fourier series with convolution
formulas on the divisor functions. Additionally, we discuss a possible relation
with the differential Galois theory.