This is a common confusion. People keep on formatting the memory card for that.
Don't worry, it's very easy but tricky that's all.
Go to Settings >> Data manger >> App manger >> Installed application
Here you can see the themes, games and other applications are installed.
Click on Options and select Uninstall.
Enjoy
