I believe you can get a cash advance from your CC at a local branch of Bank of China with your passport. Not sure about ATMs. As noted there will be plenty of fees/interest charges mostly imposed but your CC.

If you need a reliable source of cash open an account with Bank of America. China construction bank partners with BoA and you can withdraw RMB with no fees at current exchange rate. They have ATMs everywhere. Very convenient.