And I'd have thought the opposite. Someone stating "I believe there's a supernatural presence here in this room. I have no proof of it. I have no evidence of it. There's nothing that's ever indicated this to be true other than writings that are thousands of years old and were carried by the oral tradition for some number of years before ever even being written" would seem to be operating outside the objective world of science.
I don't know how other believing scientists do it, but here is how I have come to reconciliation: science does not explain everything. Furthermore, if a god like God of Christianity exists, then by all descriptions, he exists outside our universe (otherwise he would be a finite and limited god), not subject to the physical laws that bind this universe.
In physical sciences, we study the mechanisms of the world, but nothing beyond that. We describe how gravity works and how strong nuclear forces work, but not how they came to be. We can break things down to the fundamentals, but as is logically necessary, the fundamentals remain unexplained (there's a saying in mathematics: "God made the natural numbers; everything else is man-made").
As I have said, nothing in the physical sciences today precludes existence of God. Most of it do not even contradict the Bible provided that: (1) you interpret the initial few chapters of Genesis as being figurative, not literal and historical; (2) you allow for miracles—experimental science, just because of the way it works, can only deal with events and circumstances that can be recreated again and again, time after time; miracles are by definition one-time occurrences that cannot be subjected to rigors of experimental methods.
In the end, faith does come down to a personal matter, so any categorical statement may turn out to be wrong. But for every potential reason one might think physical scientists might be inclined less to believe in a god, there's an argument to be made that they might actually be more inclined. One example: you might think that mechanically minded people, who see the world as a big machine with no unexplained parts, wouldn't want a meddler like a god—but then, mechanically minded people also might be more inclined to believe in an intelligent designer who made that machine.