Found in Warning Signs in Experimental Design and Interpretation by Peter Norvig
Most of the time, when you get an amazing, counterintuitive result, it means you have screwed up the experiment
(Michael Wigler)
in the sense of
Extraordinary claims require extraordinary evidence
(Carl Sagan)
which is based on a similar quote by Pierre Laplace