no other way except divorce by mutual consent.
now as per latest supreme court decision parties to the marriage can make an application for the dissolution of marriage on the same day or on the the next day of marriage. they need not wait for a limited period of 3 years like before. but as usual after filing application the court gives time for reconciliation, i think it is six months. here u need not bring ur parents into picture.
as per the latest amendment divorce petition can be filed in a place where either of the parties temporarily reside. so go to some place and obtain temporary address proof and make an application for divorce so that people around u will not come to know about ur marriage and divorce as the divorce proceedings have been initiated in the place other than ur home town.
consult a local lawyer for details.
all the best.