While this plugin doesn't symbolize the hope and enthusiasm of an entire generation, it does remove the ability to upload a custom header image.
For an automatic installation through WordPress:
Or use a nifty tool by WordPress lead developer Mark Jaquith:
For a manual installation via FTP:
To upload the plugin through WordPress, instead of FTP:
For all methods, you should end it by sitting back and enjoy a glass of whisky