I hit craft stores all the time for my terrain building supplies. Most folks don't ask, but occasionally they do. Telling them you're making a table cover would probably get you the least odd looks though.
I'll probably just buy a piece of black felt and lay it across my dinning room table. Spritz it with some white paint on a tooth brush to make a star scape and call it good.
-DavicusPrime