When I attended Caltech, I didn't notice any bias towards rich kids. The ones whose families I knew were all economically ordinary. None of the kids had a Porsche or Ferrari or BMW or anything expensive. Hal Finney had an ancient VW bug, and I had my 67 Mustang. Another friend bought a Chevette upon graduation with his own money.
I was on financial aid myself.