Also, the force between charges would diminish at a greater rate than the 1/r^2 relationship we observe.
But how accurately can we actually measure things like this? Our observations might be within the parameters that allow such a negligable mass to go unnoticed.

I can't get my head around the idea of gravity just disappearing.