Two new diterpene formamides were isolated from the marine sponge Acanthella cavernosa collected off Yakushima Island, along with seven known diterpenes. Their structures proved to be kalihipyran derivatives on the basis of spectral data. All nine compounds showed potent antifouling activity against larvae of the barnacle Balanus amphitrite.