If it were just incomplete science, I'd have no problem with the path we've taken, but it wassn't just a case off incomplete science. It was a case of a handful of scientists deciding on a hypothesis, then fitting data to it. When others rightly complained, a campaign of personal attacks began. Those same scientists got themselves into important positions with organizations like the AHA, giving their arguments a strong appeal to authority, not to mention giving them a huge soap box. Even that probably would have self-corrected, except politicians got involved. In the late 70s, the McGovern commission decided everybody needed a low-fat diet, which eventually entrenched the dogma in all NIH-funded studies as well as government provided food programs like school lunches and food stamps.
The really unfortunate thing is these scientists will likely be remembered for this misguided direction, rather than the huge steps they took in figuring out how to even approach nutritional studies in large populations.
As Feynman said, you have to make sure you aren't fooling yourself, and you are the easiest person to fool. I would argue there was (and continues to be) a lot of self-fooling going on in the field of nutrition. Fortunately, it seems to be getting better, perhaps because of the influence of biochemistry and physiology.