I managed to fix this issue and it was hardware but not the card.
I have another computer with Mint 18 on so I put the card in there, installed Steam and a couple of games. It ran fine for the hour that I tested it.
So I decided to go with the low hanging fruit and replaced my PSU. Since then it’s been working stable and I haven’t had the blank screen issue again.