Yes, as an alumni you can use the library and check out books. In order to do so, you need to register with the Alumni Relations Office, obtain the Alumni membership card, and bring it to the Circulation Desk at the library along with your Qatari ID.
For more information on Library privileges, check out the library Alumni page.