We demonstrate removal of homoepitaxially grown semi-polar gallium nitride (GaN) layers from the native substrates. The weak link at the interface of the epitaxial lateral overgrowth and cleavable m-plane of the respective native semi-polar plane is used to separate homoepitaxial GaN from its native substrate. Homoepitaxial GaN layers of the semi-polar planes, (101), (201), (301), (10), (20), and (30) are successfully removed. This approach allows the reuse of expensive semi-polar GaN substrates, eliminating one barrier to market introduction of superior optoelectronic devices grown with semi-polar orientations.