Blaise attended his seventh year at Hogwarts. Because he was a pure-blood Slytherin, he was most likely treated far better than most other students.
When evacuation started moments before the Battle of Hogwarts on 2 May, 1998, Blaise presumably left with the other Slytherins through the passageway to Hog's Head Inn in Room of Requirement.