I'd also test to see if the heating element is shorted out internally with the exterior of the element casing. So, look for continuity between each terminal and the exterior of the element. It sounds like the element is doing its job well though.
Outside of that, I'd check to make sure the water level is high enough.
If yes, it sounds like a board.