OBJECTIVES: I. Estimate the rate of major cytogenetic responses to sargramostim (GM-CSF) and interferon alfa in patients with newly diagnosed chronic phase chronic myeloid leukemia. II. Estimate the dosing, schedule, and toxic effects of GM-CSF plus interferon alfa in these patients.