I tried to visit this museum several times and there was a sign on the gate in Chinese stating that the museum was closed. It's in the back of a housing block and I needed help from a security guard to find it.
i don't know why it took me so long to check out this place. really nice little museum in Beijing, quite informative and well laid out. It sits downtown in a little clean neighbourhood and it takes maximum an hour to go through.