Probably not. On most machines, the power button directly interacts with the flow of electricity

.
What you can do, usually, is configure the control/alt/delete keyin to do a "shutdown -h now" command which will gracefully bring your Linux system to a state where it can be interrupted from the power supply.
What distro do you have and do you use a GUI or a window manager?