Also not only do you need NOC from your company but if you want to just leave and go you will also need an Exit permit. So yeah you have no other choice unless its a genuine reason you want to leave the job and go back home, but if you want to leave the job and join somewhere else coz you are getting a better package then forget about it.

You might want to contact the Labour Department and see what other options you have.