The Djinni chronicles
The Djinni chronicles is a story, or rather a series of linked stories, about humans summoning djinni in order to gain their heart's desires -- beauty, happiness for a loved one, victory over one's enemies, that kind of thing. The player is not put in charge of the humans, but in charge of the djinni.