Not sure about the approach you're taking but here is how one usually proves this fact.
Exercise 1: Show that in a ring $A$, the irreducible components of $\operatorname{Spec} A$ are in bijection with the minimal primes $\mathfrak{p}$. The bijection is given by $\mathfrak{p} \mapsto V(\mathfrak{p})$.
Exercise 2: Show if $A$ is Noetherian that $\operatorname{Spec} A$ is Noetherian. That is, it satisfies the DCC on closed subsets.
Exercise 3: Show that $\operatorname{Spec} A$ is the finite union of its irreducible components. (Hint: use the fact that every non-empty collection of closed sets ordered by inclusion in a Noetherian space has a minimal element).
Alternative approach: In a Noetherian ring $A$, $\text{Ass}(A)$ is a finite set. In a Noetherian ring every minimal prime is associated from which it follows that the set of minimal primes is finite too.