Several of the grocery stores in my area carry rabbit in their specialty meat section. If you can't source it locally, there are a good number of suppliers from which you can order it online.
Yeah, I always assumed their relative rarity in grocery stores was because they're labor-intensive to prep and butcher. Same as with small fowl like quail and squab.