No one knows the cause yet, which is why studies like this are important.
Please don't idly suggest that CFS is just something psychosomatic or behavioral. The disease is much more debilitating than that, and this very common psychological misdiagnosis most often leads to dangerous advice. For example, CFS patients are often told by doctors to excercise, which actually only makes the symptoms even worse.