Symptoms of chronic fatigue syndrome include extreme fatigue and weakness, headaches, tender lymph nodes, and muscle and joint aches. Although the cause of chronic fatigue syndrome is still unknown, doctors think it might be derived from anemia, hypoglycemia, or an environmental allergy.