MongoDB MMS replica set fails to restart
So, it turned out that issue was in .ns file of one of the database. I had to delete that file and restart the server. Server started successfully however, the database whose .ns I deleted was lost.

For newbies in mongoDB .ns file is the namespace file that mongo creates for each database in its data (/data) directory.