Occasionally, usually after a full term delivery, a fibroid
may undergo degeneration due to lack of blood supply caused by the uterus' major shrinkage in size immediately post partum. If the fibroid gets no blood, it stops growing and dies.
Natural mechanisms then cause the dead tissue to be re-absorbed and the fibroid "goes away on its own". In general however, they don't go away.