In fact, this experiment has been conducted several times, each time showing the curve of the horizon.
All of these tests showed the falsity off Dubay’s claim.
Rory reported his tests with the straight level he jokingly called the Horizonomatic 5000
Reported here by MCToon
And Rory’s findings were replicated by debunker Bobby Shafto, here;