Motorgliders and light-sport aircraft
There's airplanes that are comparably fuel-efficient (per mile) to cars, such as a number of motorgliders and light-sport aircraft. Additionally, they often can use the cheaper MoGas instead of AvGas.
Sadly, however, motorgliders seem to be less and less popular. Light-sport aircraft are booming at least in Europe.