What to look for when buying organic

When you pick up a head of lettuce, a tray of tomatoes or a bag of apples in the produce aisle of your local grocery store that claims to be "natural" or "organic," do you know what you're buying? What exactly does it mean when a product claims to be organically grown? If it says natural on the label, doesn't that mean the same thing?