Navigate to Start>Control Panel>Programs>Programs & Features>Turn Windows Features On Or Off and disable Windows Media Center.
Restart your computer then go back and re-enable WMC if you want to continue using it.
Other than that, WMC may be auto-updating or a specific service or driver
is calling for WMC to start.
You might want to check in Event Viewer and see what is going on there.