This phase II trial studies the side effects and how well omacetaxine mepesuccinate, cytarabine, and decitabine work in treating older patients with newly diagnosed acute myeloid leukemia. Omacetaxine mepesuccinate, cytarabine, and decitabine may stop the growth of cancer cells by blocking some of the enzymes needed for cell growth.