Deeper still, science attempts to be consistent with the observed universe. If the universe is self-contradictory, so will science be. We tend to assume that the universe is internally consistent, but I highly doubt that such a thing is provable.
The universe will appear self-contradictory if we impose assumptions and axiomatic reasoning of our perception of it. I suspect that science is a prolonged session of attitude adjustment.