It seems like their hypothesis needs to be tested in the middle of space away from the gravitational force of the sun and earth. If your calculations are off by a factor of 10^120, then making the test 1000 times more sensitive isn't going to help either.
Wouldn't scientists have had evidence of this being the case with the pioneer 11/10 anomaly? There was a slight deceleration that couldn't be accounted for, if dark energy was present in a vacuum wouldn't the pioneer probes (and the voyager probes now) show an acceleration that matches initial calculations?