Let \(\mathscr {P}\) be a commutative ring with unity, and let \(A(\mathscr {P})\) denote the set of ideals of \(\mathscr {P}\) having a nonzero annihilator. The annihilating-ideal graph of \(\mathscr {P}\) , denoted by \(AG(\mathscr {P})\) , is an undirected graph whose vertex set \(A(\mathscr {P})^*\) consists of all nonzero ideals in \(A(\mathscr {P})\) , where two distinct vertices I and J are adjacent if and only if \(IJ=(0)\) . In this paper, we investigate the structure of \(AG(\mathscr {P})\) for Artinian non-local commutative rings. Our main results provide a complete characterization of all such rings for which the annihilating-ideal graph is a line graph, as well as those for which it is the complement of a line graph. In particular, we show that these graphs arise precisely for rings that decompose into specific finite direct products of fields and local rings with a unique nontrivial ideal.