On the contrary...
On the contrary, others have sought refuge in the philosophical mode of reasoning and the rational method to help them solve a scientific problem. This, despite the fact that such intrusions are dangerous for both philosophy and science, and keep them from following the paths appropriate to their fields of study and solution of their problems through the use of methods prescribed by the nature of those problems.
As an example of such unjustified intrusion, we can mention the sort of argument some modern physicists have used to "prove" the existence of necessity in the relationship between cause and effect (determinism) by referring to findings in the field of macro-physics, while other physicists have pointed to certain phenomena observed in micro-physics as evidence that no such necessity exists.
There is yet a third group that has endeavoured to reconcile the two positions by proposing that determinism is valid in the case of macro-physical phenomena and invalid in the case of micro-physical ones. All this while any philosopher knows that the law of causation is a general philosophical and metaphysical law which is, according to the definitive judgement of reason, fixed and unchanging.
What we must do is to search in nature for cases which would verify the law of causation through experimental investigations. What we definitely shouldn't do is to consider the discovery of a few examples of its applicability as a proof of its validity, or the inability to apply it in few cases as evidence of either its invalidity or lack of generality; since such failure is definitely a result of the inadequacy of our instruments.
In fact, it is the self-evident principle of causality that has moved scientists to seek the causes of phenomena and to discover the laws and secrets of nature. To attempt, therefore, to prove this metaphysical principle through reference to physical phenomena and the discoveries of the experimental sciences is like trying to play the flute by blowing through its wrong end.
It should not go unsaid, however, that philosophy and science are related to each other in a number of ways, the most important of which is that philosophy proves the existence of the subject matter and the validity of the fundamental principles of the sciences, while the sciences provide a widening background for philosophical inquiry.