Black or black?

When I was working on my paper, I stopped for a minute wondering if I should capitalize the word "black" when referring to black people. I think it's interesting that we rarely every capitalize the word blacks even when it is a name for a group of people. After all, we usually capitalize the word Caucasian, or Hispanic. What is so unique about the word black that makes it different from these other words?