Mystery
Riddle
noun
The kanji and the word mean exactly the same thing. That makes this a mystery or a riddle.
The reading is the one you learned with the kanji. No mystery there, I suppose.
あの映画のその場面がいつも謎なんだよね。
That part of the movie is always a mystery to me.