How do you get the elder scroll in oblivion

At the end of the Thieves Guild questline, in the last quest called "The Ultimate Heist", you are commissioned by the Gray Fox to steal an Elder Scroll. This would stay temporarily in your inventory (it can be read) until you give it to the Gray Fox.