Can I put a password on an invitation?

Yes. The invite form has an optional password. Tell it to the person you are inviting some other way, and they type it when they accept, so a forwarded invitation cannot be used by anyone else.

The invitation also carries a link you can copy and send yourself if the email does not arrive.