Depending on the genre of the game.
I'll put graphics with higher priority than storyline for a FPS but not in a RPG game.

Graphics is important, but its not the core of the game or something that creates it.

In general.
Gameplay > Graphics > Story > Music > Characters > Voice Overs > Controls.