The present invention discloses a novel herbal composition comprising whole plant extracts of Corchorus fascicularis formulated in one ore more suitable forms of formulation, for the natural treatment of high blood glucose levels, high cholesterol levels and high triglycerides levels in metabolic diseases including but not limited to diabetes. The present invention also discloses the process (es) of preparing the same.