Maybe scientists in soft fields behave differently, but this correlation with other notions of "soft" needs to be explained. It could be a founder effect, but that doesn't seem plausible to me.
"If your experiment needs statistics, you ought to have done a better experiment." - Rutherford
One problem is that soft sciences need statistics or at least make them more tempting. I don't think it's useful to phrase it in terms of blame, that the soft scientists were less able to resist this temptation.
(I agree with everything the Dreaded Anomaly said, too.)
The Decline Effect and the Scientific Method (article @ the New Yorker)
First, as a physicist, I do have to point out that this article concerns mainly softer sciences, e.g. psychology, medicine, etc.
A summary of explanations for this effect:
These problems are with the proper usage of the scientific method, not the principle of the method itself. Certainly, it's important to address them. I think the reason they appear so often in the softer sciences is that biological entities are enormously complex, and so higher-level ideas that make large generalizations are more susceptible to random error and statistical anomalies, as well as personal bias, conscious and unconscious.
For those who haven't read it, take a look at Richard Feynman on cargo cult science if you want a good lecture on experimental design.