The US does actually have railroads, but it's so huge that it's utterly unreasonable to build enough railways to be a major contender for general transit.
At least, that's my perspective as a US citizen who commutes by train daily.
I US actually has ok railways ... for fright. Commuter trains are admittedly underdeveloped, even in regions that have similar size and population density to European countries.