Diesel's do not really get better mileage once you consider that diesel fuel has more energy per gallon. Diesel is a little better, but not dramatically so.

And diesel IS dirty. It's really hard to make one that meets emission standards.

And that is the main reason it's not used more often in the US: It's basically impossible to make it clean enough.