I don't know of any pre-cut
MDF board, other than rectangular shapes.
What I may suggest would be to purchase a coping saw:
Example:
Specifically designed to cut odd-ball shapes, such as that which you seek. Drill a whole (or start your stencil near the edge of the board), and cut away.
I've got 1 up on my screen from Home Depot for ~$7.