This is actually a disproven myth. College prices rise because historically high state funding per student has been cut or not kept pace with increasing enrollment. The federal government has capped the amount it loans to $52k for an undergraduate degree for a long time now. Reducing access to federal loans doesn't have anything to do with the cost of providing a college education.