Boil the beets until they are tender if you are storing them cooked. Peel the beets and remove any remaining stems after cooking. Keep cooked beets in the refrigerator in a sealed container or sealed plastic bag for up to one week. You can also freeze cooked beets in a freezer-safe bag or container.