Kelly was convicted in connection with the shooting deaths of three people, including an 18-month-old child in April 1984. Each victim was shot repeatedly with a .22-caliber pistol inside their mobile home near Longview. Records indicate the killings may have been drug related. Kelly was convicted of capital murder in connection with the child's death.

