I would really emphasize "incomplete" here. Newton's laws fully accounted for the phenomena they sought to account for, and gravity really does work like Newton said it would work on the level that Newton was talking about it. The idea that there were things under the surface giving rise to this phenomenon probably would not even have surprised Newton.