Hi welcome to healthcareMagic
There is no permanent cure for Adenomyosis
.. Adenomyosis is presence of islands of endometrial tissue in the myometrium
... infertiltiy due to this is one of the problem, other symptoms are lower abdominal pain
during menses, excessive bleeding.. since you have not concieved till now you can opt for other methods to conceive like GIFT(gamete invitro fertilization) ZIFT(zygote invitro fertilization)... for more details you can consult gynecologist..