Eliminate is a big word. I hose/wipe down a bunch of that stuff with a rust inhibitor. I prefer LPS-3, but there are plenty of products with similar qualifications.
I have a rear floor with a lot of surface rust. A rubber mat, with a piece of carpet on sitting on top of it. I keep that...