Mystery
Riddle
noun
A riddle is a riddle, but in this case, more of a mystery.
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.