Moore was involved in the production of a video for PETA that protests against the production and wholesale of foie gras.
Njegova prijateljica Audrey Hepburn ga je navdušila s svojim delom za UNICEF in tudi sam je leta 1991 postal UNICEF-ov ambasador dobre volje.