There is absolutely treatment for the disease. It's just that the treatment is largely restricted to ameliorating the symptoms while the root cause, the virus proliferation, is left to the immune system. (The possible exception are antivirals currently being tested.) Symptom treatment includes things like concentrated oxygen and mechanical ventilation.