About giving up financial aid

So does not applying for financial aid increase a chance of being accepted?

In some cases. Some schools are need blind, some are need aware. But doing this could also increase your chances of not graduating due to financial stress.

For schools where this has become an admissions strategy, you may not be allowed to apply later except if there is a circumstance that changed since the time you checked the box that you were not applying for aid.