In short: A wallet created based on a phrase you make up that lives in your mind and nowhere else and when put into a generator, will always give the same exact address again and again so you can always access it just by remembering your phrase. (kind of like a password, but not exactly).

more details:
https://en.bitcoin.it/wiki/Brainwallet