gravity isn't a force, it's the curvature of space-time itself.

light follows a perfectly straight line through vacuum. the space itself isn't straight.

like drawing a straight line on a flat paper, if you roll the paper, that line is still straight within it's medium.

Newtonian gravity has been replaced by General relativity, and has been proven to be the correct model (at least more correct than Newtonian gravity).