On all of my toons when I first start playing them rocket boost has been favorited by the game. On some occasions but not all, new mounts get favorited when claiming them. The solution is to open the mounts list and click favorite none. The favorite list will be cleared and then you can select what ever you want.
Well at least that's how it is working for me. Hope it helps