How To Grow Peanuts. Yes, You Can Grow That (even in Zone 5). This legume, relative to the common green bean, grows a bit differently. The plant itself is a bush type, producing pretty little self-fertile yellow flowers that bend down to the soil and send in a shoot that the peanut will grow on. #gardengrowingtips