Occams Razor, often misused as you imply, says not to multiply elements beyond necessity. Newtonian physics doesn't explain observed quantum effects and so there is a necessity to use a more complex system to explain all the observations.

You're quite right to note it's heuristic nature, some people use it as if it's truth generating.