Honda sold a CNG version of the Civic here in SoCal for a while. It didn't sell very well because the tank took up most of the trunk and the range wasn't much better than most electric cars (around 150 miles, as I recall).

On top of that, the number of refueling stations is very limited--natural gas pipes are ubiquitous in cities, but they deliver the gas at a much lower pressure. You still need a roughly $2k compressor to fill the tank overnight (which uses about as much electricity as you'd put in an electric car). Commercial stations have more expensive compressors that operate continuously to fill a holding tank which cars are filled from.

It's not impossible. But the infrastructure required to put energy in the vehicle costs the same or more as for an electric car. And you use just as much electricity as an electric car (in addition to the natural gas). And the cars aren't that much cheaper than battery EVs. And the cars have similar range and refilling limitations as EVs.

Maybe we'll see it for trucks, though.