As a non-U.S. citizen, how can I get low interest rate loans in the U.S.?

I moved to the U.S. a few years ago and need a loan for a wedding expense. My bank rejected me for a loan and other lenders either don’t approve because I am non-U.S. citizen or charging really high interest rates (upwards of 20%). I have a decent job and H-1B visa.