Jerusalem artichoke, e.g.
I believe the answer is:
tuber
(Other definitions for tuber that I've seen before include "Root eg of potato" , "One goes underground" , "Thickened fleshy root" , "Fleshy underground part of a stem, often used as food" , "Brute (anag)" .)