Hmm Deja vu, I just said exactly this in another thread:
No, an atx soft switch is a momentary push to make, which means when you let go, the circuit is broken again and the psu will switch off.
What you need to do is replace that switch with a locking or toggle switch that stays in the same state until you press it again
