Run Mongodb Server as Service and mongod instance
The following command has solved my problem

sudo -u mongodb mongod --dbpath /var/lib/mongodb


The -u mongodb after sudo runs the mongod with mongodb user. So,I don't have to change owner of folder /var/lib/mongodb to mongodb.

Now, I am able to start Mongodb Server as Service and also by mongod.