Overwork, fatigue and injuries are most common reasons of deep muscle itching. It can also be caused by an increased level of uric acid. Infection by virus, mild temperature and flu can also cause deep muscle itching. This is an indication of some other problem; doctor is the right person to be consulted. add a comment.