Do you not also see a paradox in claiming to be able to observe the unobservable?
As others have mentioned in the thread, scientists didn't just wake up one day and decide to ignore everything supposedly "unobservable". Science was once intertwined with theology. Over the centuries, the methods we now call science produced results, while other supposed "ways of knowing" did not. Scientific knowledge converges over time, but religion diverges.