Horanadu is famous for the ancient Annapoorneshwari Temple. Legend has it that this temple was originally built by Sage Agasthya. Recently, in 1973, a new idol of the main deity was installed at the temple. Goddess Annapoorneshwari is a form of Goddess Parvati.