You can if you want to. Op has nothing to lose, and my experience tells me that I have been wrong multiple times.
How have you been wrong?
OP needs to ask himself the most important question. Does he think the student knows enough to get a D.
Really, what is the difference between a D and an F? To me, F represents absolutely no effort by the student.
I think D totally fits the case.