You are divorced, so there is no longer a marriage that can be annulled.

The grounds for annulment are not being of legal age, not being of sound mind (unable to give valid consent to marriage), bigamy, fraud in the inducement for marriage, force, and physical incapacity (inability to consummate). Three years into a marriage, a divorce case was the proper case to file.