Per Einstein: 'A model should be as simple as it can be but no simpler'. I think people tend to overcomplicate things than oversimplify. A true understanding of something can be hinted by being able to explain it in a simple way.
I view the same quote from the opposite perspective. Our current model is far too simple, Einstein would have said we're missing a whole bunch of nuance and variables.