"There's a lot of engineering and construction involved but the new ones are really just very expensive and huge without netting necessarily much in terms of engineering science."

This is extremely false. The new engineering science required to make the incredibly strong magnets for each collider (newer colliders requiring stronger magnets) is one obvious counterexample.