Applicants who need visas are often in no position at all to negotiate salary. If they want to stay in the US, they take whatever salary is offered because they need the visa (at least initially) to stay in the country.

There are plenty of reasons to believe that visa holders would get paid less than citizens, the above the biggest among them. I've seen it myself firsthand in the actions of my fellow grad-school classmates.