When referring to individual songs within an album or collection, it is common to enclose the song titles in quotation marks, rather than italicizing them. This convention helps to distinguish between the larger composition (the album) and its smaller components (the individual songs). However, as always, checking the guidelines of a specific style guide or publisher is important.