Arugula is a leafy green herb that belongs in the mustard family. It is also known as Italian cress, rocket, and rucola. The leaves have a peppery-taste that will add lots of flavor to a salad. Arugula is low in calories and a great source of vitamins A and C. They also contain folate, calcium and magnesium.