I think we do get discoveries like that on this day and age, the problem is science is more complex and everything is orders of magnitude more complicated to explain and understand. For example general and special relativity and the new understanding of quantum mechanics are very groundbreaking knowledge, yet very difficult to comprehend for us, regular people.