This paper studies an infinite horizon impulse control problem where the costs are given by a diffusion process. The properties of the Snell envelope reduce this problem to the existence of a pair of continuous processes; this allows to establish an optimal impulse control solution. Finally, stability estimates and simulation results are provided.