Amazing health Benefits Of Eating Sweet Potato Leaves. Sweet Potato Leaves Surprising Health Benefits. Eating sweet potato leaves contains numerous nutrients, vitamins, and minerals, which has surprising and amazing health benefits to the body. Sweet potato is a plant belong to the morning-glory family of Convolvulaceae.