The present invention relates to controlled release pharmaceutical formulations comprising an atypical antipsychotic agent such as Paliperidone or pharmaceutical acceptable salt thereof in the form of a multi-layer tablet that provides zero order drug release. It also relates to a process for the preparation thereof.