Not at all. For most of the universities, grad schools are absolute cash cows. International students come here for grad school largely because of the associated 3 year(2 for non-STEM) OPT period and ease of getting a H1B during it.
They take loans to pay for the world class education. If they have no option to repay those loans would they come to US?