The present invention discloses a novel herbal composition comprising refined plant parts of Corchorus capsularis along with necessary pharmaceutically acceptable excipients in suitable form(s) of formulation, for the treatment of high blood glucose levels, high cholesterol levels and high triglycerides levels in metabolic diseases including but not limited diabetes. The present invention also discloses the process (es) of preparing the same.