Source for this?

I have the following on my sidebar.

Science is what we have learned about how not to fool ourselves about the way the world is.
— R. Feynman

It's a great quote, but I can't find a cited source for it. There are lots of web pages that attribute it to Feynman, but I can't find any that claim to know when or where he said it. Anyone know?