Is there anything harmless that I can put in my eyes to make me temporarily unable to see?

Not in your eyes but on them. Consider a blindfold. Unclear as to your intentions though.

No, but there are plenty of harmful things you can put in your eyes that can cause permanent blindness. What are you trying to do?