I think there is 100% a gap between what physics/science explains and the dichotomy of how we perceive the world through the lens of human psychology. Color, and how we are effected emotionally by it, is a prime example of this.

Science can only explain it based on instinctual prerogative, when we became more than animals a huge part of our learned experience spread into a shared consciousness that science can't explain... yet.