The song simply addresses the fact that Malcolm Young never gets proper acknowledgment for his contributions to music. Without Malcolm Young, AC/DC would not exist. However, his more visible brother is the only member of the group who is readily recognized.
The song was also written as a goof on the band Youth Group, who performed the popular 2006 song "Forever Young". The members of the two bands are friends.