This paper presents a multidimensional method for attenuating internal multiples using an inverse scattering series, which does not rely on periodicity or a model of generating reflectors. The method is demonstrated to be effective for internal multiple attenuation, showing convergence and effectiveness even in complex scenarios involving interfering primary and multiple events. A physical interpretation allows the separation of tasks in the inversion process, enhancing the method's utility in seismic data processing.