Look carefully at the holes and pins.
Some will be round on part, and others will be square.
They must match up exactly.
The latch on the psu cable should be on the side of the motherboard socket where there is a locking ridge.
Usually, this connection is a tight fit.
Make certain that everything is aligned before you push down.
I often have a problem removing the 24 pin connector later.