How to uninstall mongoDB in CentOS

Depends which version of MongoDB are you using.
Normally can remove by using yum.

yum remove mongo-10gen mongo-10gen-server

or

yum remove mongo-10gen-2.2.3 mongo-10gen-server-2.2.3