It has fuzzy skin
I believe the answer is:
peach
(Other definitions for peach that I've seen before include "Stone fruit - pinkish-yellow" , "Juicy fruit with yellow-pink skin and rough stone" , "Furry fruit" , "Velvety-skinned fruit" , "Luscious fruit" .)