Rosemary has a distinct aroma and flavor that remains prominent when added to any dish, and thus, it cannot be considered an appropriate substitute for parsley. Parsley has a mild and fresh flavor compared to the strong taste of rosemary. Other herbs like cilantro, celery leaves, basil, carrot greens, oregano, and chives can be used to efficiently substitute Parsley in your recipes.