For undergraduate studies that is simply not true.
Rhodes Scholarships (in the other direction) were just one form such scholarships took.
Rhodes scholarships are for graduate studies, not undergraduate.
The fact is there are very, very few scholarships available for foreign undergraduates. It is MUCH easier to get financial aid for college if you are a US citizen, especially if your skin is dark.