I searched but couldn't find how to uninstall TLP. I installed it but performance is weird. So I uninstalled it through Synaptic but I still have the icon of it running.
As mentioned here in answer #6 https://answers.launchpad.net/ubuntu/+question/249516
sudo apt-get --purge remove tlp
That will uninstall the TLP package and remove all configurartions