Why are some fruits designed to deter being eaten? Isn't fruit supposed to be eaten?

How come some fruits/plants evolve to be unpleasant to eat (spicy peppers, intense citrus, etc) if the whole point of fruit is to be eaten so the seed can be passed by the animal and spread to new locations?