Surface roughness, site occupancy, scale, displacement parameters, and probably a few other things, all impact on the intensity of the calculated pattern. You're going to get correlations just from the very nature of the regression.
What is the nature of your surface roughness? Does it fit the criteria for the roughness corrections you're using?