We study the properties of Lorentzian para-Sasakian manifolds endowed with $*$-Ricci solitons and gradient $*$-Ricci solitons. Finally, the existence of $*$-Ricci soliton on a $4$-dimensional Lorentzian para-Sasakian manifold is proved by constructing a non-trivial example.