Mine is more a technical curiosity, because the $\text{Laplace operator}$ is one of the many differential operators from which we can start, we also have the $\text{Jacobi Theta}$ $\theta$ operator $\rightarrow$ also that is an elliptical function (also Ramanuajan generalization preserves its properties).
Why start from Laplace (homogeneous Poisson equation)?
What's so special and more than other differential operators for example compared to that of Jacobi?
For example, if I started from the $\text{Whittaker equation}$ or from the $\text{Bessel equations}$ (ordinary linear equations of the second order homogeneous) what changes for a physicist that deals with potentials and harmonic functions?