Brown rice takes significantly longer to cook, so the rice cooker might not be programmed to do that.
It is known that brown rice requires a different ratio of water, but this is something that can be replicated with any method. Does the special brown rice setting change the heat output of the rice cooker?
[1]: Fancy rice cookers use non-constant power, or so I've heard. Not sure how much it influences the taste, though.