First remove the leaves when preparing to cook rhubarb. The leaves of rhubarb should never be consumed, as they are toxic to humans. Rinse the stalks with water and cut in slices. Sprinkle with sugar, spread out on a baking sheet and bake at 350 degrees F for 15-20 minutes, or until soft.