I like this quote from Knuth: "People who are more than casually interested in computers should have at least some idea of what the underlying hardware is like. Otherwise the programs they write will be pretty weird."

C is only marginally closer to the hardware than other languages, and programmers really should be aware of even lower level concepts, but I think learning C is a hugely useful and relatively digestible step towards really understanding what's going on.