So I didn't have any vinegar in work, luckily I do have a lab so the weakest acid I could reach for was Sulphuric Acid 0.05M.
If anyone does have this trouble, I washed it off with this and a paper towel and then dried it all up.
Came off effortlessly. Although if you leave it longer it will eat into the paintwork as my brother experienced first hand!