I also hit this and I discovered that you don’t get the option to set a static page if you don’t yet have any pages.
I had deleted the default “about” page and had no pages, hence had no options in settings/reading to set a static page!
Don’t you feel an idiot sometimes. Don’t know where I am going to find one at this time of night though..