Celery seeds are a member of the parsley family. Although the taste of the ground seeds is more pungent and bitter, it is very similar to fresh celery. Ground celery goes well with tomatoes, rice dishes, marinades, stocks, seafood, soups or sauces. Use as a substitute for fresh celery.