Letter between "gee" and "eye" (5)
I believe the answer is:
aitch
(Other definitions for aitch that I've seen before include "It's dropped by Cockneys" , "The letter h in full" , "Eighth letter of the English alphabet" , "that may be dropped" , "that I will immediately succeed" .)