There was teaching, yes, but there wasn't modern, peer-reviewed research. Even Newton spent half his lifetime as an alchemist. It just wasn't that clear that science was the more fruitful endeavor.
I'm not claiming the Royal Society 'invented' peer-reviewed science. It wasn't a dramatic moment of epiphany, just a gradually growing insight that spread through society. And the Royal Society was at its forefront.