Hickory tree of the southern US with edible nuts (5)
I believe the answer is:
pecan
(Other definitions for pecan that I've seen before include "Something like a walnut" , "Walnut-like nut" , "Oval nut of south central United States" , "Pinkish-brown nut used in American pie" , "Nut with sweet oily kernel" .)