Help! That last mod I installed didn't work! How do I go back?

Joke and fake loading screens and screenshots from The Elder Scrolls IV: Oblivion, run by @ChrisOfTheDead.
General links and the actual Oblivion mod made from these jokes in my Carrd page:
Help! That last mod I installed didn't work! How do I go back?