This is the correct answer. As Hardaway’s rabbit sketch made the rounds about the studio, people began to refer to it as “Bugs’s Bunny”. Eventually, the possessive was dropped and the name Bugs Bunny just stuck.

Also in-universe, his name/nickname is Bugs.