OBJECTIVES: I. Determine the feasibility, toxicity, and antileukemic activity of gemtuzumab ozogamicin (CMA-676) with or without mitoxantrone, etoposide, cytarabine, and idarubicin in elderly patients with acute myeloid leukemia.