The purpose of this study is to evaluate the safety of study drug PLX3397 at 3 dose levels (800 mg/day, 1000 mg/day, and 1200 mg/day) and explore the efficacy in patients with relapsed or refractory acute myeloid leukemia (AML). Additional dose levels beyond 1200 mg/day may be considered based on safety and efficacy observations.