Last I checked the biggest cost in the electric bill is transmission, by a wide margin. Home generated power however small helps everyone.
And since transmission cost is typically bundled with the energy cost, it means the final retail energy price has to go up to cover the transmission cost.
Why? Overall transmission cost are defined by highest possible consumption, and solar panels have practically no effect on that parameter.