The best response is always:
"That's not up to you."
When people claim they have nothing to hide, always point out that's not up to their determination. That freaks them out, it disarms their shrink-from-confrontation move.
And you can point it out super fast, in a plain six word statement. No need to launch into a deep discussion unless prompted.
Alternatively, simply respond with: yes you do. When they reply: "what?" - "every single thing you have ever done wrong across your entire life." Everybody has done something they would prefer to keep hidden, the cowards just lie about it.
Just because I have nothing to hide doesn't mean I have anything I want you to see.
People are entitled to privacy because they enjoy it. No further justification is needed.