Gracious me, that's the question! (3)
I believe the answer is:
why
'that's the question' is the definition.
(why is a question word)
I don't understand how the remainder of the clue works.
Can you help me to learn more?
(Other definitions for why that I've seen before include "Question" , "How come?" , "For what reason?" .)