Jenny, sounds like brown algae to me. It mostly develops when the lighting on the tank is not strong enough to build green algae. Do you have any light on your tank?
Despite looking not so good, it does not harm the fish in any way. You can clean it up with some algae scraper from the glass, and wipe it off the ornaments. When having sufficient lighting, it will turn into the more desirable green algae. ....