> This is a bit like saying everyone who walks/bikes to work stops paying their fair share of gas taxes that maintain the roads their food arrives on.

I haven't seen people argue this point for people who don't own a car, but my state does have a special levy on electric and high efficiency vehicles to make up for lost gas tax revenues: https://www.dmv.virginia.gov/vehicles/#highwayuse_fee.asp