Jamie Mackie's goal, a 63rd minute shot, was followed by a Rory Fallon header on 69 mins to put Argyle 2 up.
Craig Mackail-Smith got a late consolation but there was no stopping the party.
Ipswich only drawing means Argyle are off the bottom of the table.