That capacitor does look a little bit "domed".
Can you push down on it? (the cap)
If it moves back down, then that is possibly a bad cap. (hydrogen gas venting)
Not having the power supply schematic, I do not know the function of that particular cap.
Did you try testing the power rails with the unit hooked up?
If not, that is a good place to start.