It's not like you have a lot of options. You won't be changing these people. It's not your job. But you do need to protect yourself.

It is okay to interrupt them and walk away, especially to any stranger or faint acquaintance. And to say "I'm not sure I agree with that" and let them keep talking will at least let them know where you stand.