I was a secret last year.. it was really easy.
Get an all black sweat suit and use white or glow-in-the-dark fabric paint, write "Shhh" and "Don't tell" and "Psssst" etc. When people ask you what you are, say "It's a secret."
This got me an award for Most Original Costume!
Thanks to Esor for this creative idea!