Refers to the root vegetable Pastinaca sativa, used in cooking. The word is a direct loan from English and is not commonly encountered in everyday Japanese outside of culinary contexts.
Parsnips add sweetness when put in soup.
Lately, I've started seeing parsnips at imported food stores.