I'm pretty sure the bits holding the LED's just twist out but I can't remember if they also carry the batteries.
Thanks UltraMarginal. Do you remember which direction the bits holding the LEDs should be turned for removal? For example, if the elbows are oriented downwards, should the part be turned clockwise or anti-clockwise?