What road bikers need are paved trails like the one in Northern Idaho that stretches 100 miles. It's great not constantly worrying about traffic.

The other alternative is to take up mountain biking. Oldies have the option of rail grade trails as  mountain bike trails tend to be steep and difficult. 

Also, cyclocross bikes work on the unpaved rail grades. They are road bikes with knobby tires.