“The whole problem with the world is that fools and fanatics are always so certain of themselves, and wiser people so full of doubt.”

– Bertrand Russell

This is now formally known as the Dunning–Kruger Effect based off psychology research from Cornell University.

http://people.psych.cornell.edu/~dunning/publications/pdf/unskilledandunaware.pdf