To make things worse Blackpool's first goal was scored by Marcel Seip, on loan at Blackpool from Plymouth.
First half Argyle were 2nd best and went in at the break down by Seip's goal.
The 2nd half was better but a David Vaughan effort made it 2 - 0 and game over.
Next up a trip to Bristol City on Tuesday.