As the phrase goes, "I was born at night but not last night."
There's a reason double-blind testing is a pillar of scientific rigor. He knew it was purchased making him tainted. His grading is rendered meaningless by the foreknowledge. His "concrete reasons" are irrelevant.
Not if there is objective error.
If the question was “What is 2+2=?” and you KNOW the answer was purchased (say, because the submission includes the URL TestAnswersFor25Bucks.com/What_is_2+2=?), if the answer is 3 then regardless of obvious bias you can still give an objective grade of 0 for concrete reasons.
(Not joking about the URL.)