A numerical method for a singularly perturbed linear nonlocal problem is constructed. An exponential spline difference scheme on non-equidistant mesh is applied. The estimate of the form $\min(H,\sqrt\epsilon)$ where $\epsilon$ is the perturbation parameter and $H$ is the maximal mesh step width, is obtained. Numerical experiments which demonstrate the effectiveness of the method are presented.