Modified release pharmaceutical compositions of memantine or pharmaceutically acceptable salts thereof are described. The compositions of invention are stable, possess improved formulation characteristics and also provide extended therapeutically effective plasma levels over a twenty four hours period. Processes of making these compositions are also described.