The most likely thing is that someone spilled something and now there's gunk effectively shorting across the power key terminals, or that the power key itself is mechanically stuck in the "on" position.

After opening it up, just do a careful visual inspection and clean if necessary. If the other keys are working fine, then it will probably be an easy fix.