You'll know that a whole cantaloupe has spoiled if it becomes soft, starts to seep liquid, or has a foul smell. When you cut into a bad cantaloupe, you may find mushy flesh or mold. In the fridge, spoiled cantaloupe may have a sharper flavor, unpleasant texture, or mold growth.