Medicare covers chemotherapy but what is covered depends on what type of Medicare you have. Medicare Part A covers chemotherapy you receive during inpatient hospitalization, while Medicare Part B covers certain types of chemotherapy when you are under observation in the hospital or when you are outside of the hospital. Other chemotherapy treatments may be covered by Medicare Part D.