In this paper, the conjugation action of various classes of groups on themselves is studied to obtain their distinguishing numbers along with a distinguishing labelling for the said action. An equivalent condition concerning the existence of a 2-distinguishing labelling for the action of a group G on a G-set X and a partition of X into two subsets is established. Also, the distinguishing number for the conjugation action of a group acting on itself is completely characterized.