If the miracle cure for the obesity epidemic was “eat any food you want until you’re not hungry, just as long as you don’t eat processed food” then we wouldn’t have a mystery or a problem. We'd just have one set of people who knew how to prepare unprocessed food, and one set of people who chose to continue to eat processed food (and thus remained obese.) We could then deal with the obesity epidemic the same way we dealt with smoking.
But things are not that simple. There is no evidence that simply removing processed food is an effective enough diet to produce the sustained 10-20% weight loss (or more) that many obese Americans would need to experience in order to weigh the same as their grandparents. And in fact there is overwhelming evidence that this modest intervention (and several more extreme calorie restricted versions) tend not to produce durable weight loss in anywhere near that amount.
PS Don’t take this the wrong way. I really really wish that that diet did work. I would pay you literally thousands of dollars to make it work. Because our grandparents ate a very filling and diverse diet, and that diet would be effortless to follow.