Looney Tunes wanted to add a rabbit to their lineup and animator Ben "Bugs" Hardaway had a sketch of the proposed bunny. When the drawing was finished, he labeled it as "Bug's Bunny," his nickname and bunny.

Later the studio was looking for a name, saw the caption at the bottom, so just eliminated the apostrophe from bug's and the new name was born.