Renounce your citizenship.
To renounce US citizenship, you go to another country that will take you. Then go to a US consulate and tell them you want to renounce US citizenship. They have you watch a video, they warn you what you're giving up, you sign some forms, they take your passport, and show you out the door. You can no longer enter the US, except maybe on a tourist visa.