My first horse was a registered Arabian gelding. People on here have told me he was brown. I always thought of him as a dark bay, before I knew "brown" was a color.
He turned almost black in the winter, and was a dark, sooty looking "bay" in the summer.
So, I'm assuming it is in the Arabian breed.