Chicago Manual of Style says either is ok. It's pretty typical to capitalize, e.g. Hispanic, Arab, Asian, but Black and White have a slightly different use and capitalization history.
The AP, I believe, prefers lowercasing both. Some publications will capitalize just Black. Discussions of casing these words go back at least a decade, but I don't believe there's a strong consensus yet?