There are several genetic as well as acquired medical conditions that can cause muscle fatigue symptoms. Such causes can range from cold and influenza, to thyroid problems and fibromyalgia. Others include cerebral palsy, anemia, chronic fatigue syndrome, myasthenia gravis, Addison's disease, botulism, lung cancer, and amyotrophic lateral sclerosis.