Setting the following font-family in CSS worked for me:
font-family: Arial Unicode MS, Arial, Helvetica, sans-serif;
Because in this case, Arial Unicode MS is the only available font for Chinese Simplified.
Update: Thanks to Spike, the order of the first two fonts was wrong. Corrected.