Rocket leaves or popularly known as arugula or salad rocket is nutritious green-leafy vegetable. The young tender leaves carry a bitter peppery flavor that makes it mostly a salad vegetable. Rocket leaves have a sweet, nutty flavor when they're young but start developing a strong spicy flavor as they mature.