According to Tolkien, female dwarves in Middle-Earth had beards. And generally, fantasy fans accept that idea, both amusement and in a "yeah, that makes sense" kind of way (there's the popular theory that Dwarven beards act as HEPA filters for mining).

...But I'm also way too tall to be a dwarf.