This study will evaluate the efficacy and safety of intravenous (IV) ferumoxytol as compared to oral iron in the treatment of anemia in non-dialysis dependent CKD patients. Patients are randomized to receive either two doses of 510 mg of ferumoxytol within one week or 200 mg oral elemental iron daily for three weeks.