It's amazing how such long experiments are organized. My first thought when I read "longest-running experiment" was the Rothamstead Park Grass Experiment.
I'm accustomed to thinking of Big Science as the LHCs and the Human Genome Project and the Human Brain Projects of the world, but there might be a category of experiments that are instances of Long-Term Science.