Hugo first appears in the episode The Abominable Snow Rabbit when Bugs and Daffy Duck run into him after accidentally traveling to the Himalayas.
In Spaced Out Bunny, it was shown that he was captured by Marvin the Martian and brought to Mars where Marvin attempted to give Bugs to him as a pet.