When an isotropic object is accelerated by plane waves, its limiting speed is less or equal to the wave speed. We study the acceleration of anisotropic objects in classical wave-particle systems. We investigate objects with anisotropic mass distributions subject to anisotropic friction forces. We find that anisotropic objects can be trapped by the waves, and reach a limiting speed that is larger than the wave speed. We discuss particle accelerator applications.