$\DeclareMathOperator{\ann}{ann}$
The statement is true. Here is a sketch of the proof of the nontrivial direction using standard Noetherian ring theory.
Let $R$ be a commutative Noetherian ring. Recall than an associated prime ideal of $R$ is a prime ideal of the form $P=\ann(x)$ for some $x\in R$.
It is well-known that the set of zero divisors of $R$ is the union of the associated prime ideals of $R$ and that any ideal consisting of zero divisors is contained in an associated prime ideal.
It follows immediately that if $I$ is an ideal of zero divisors, then $xI=0$ for some nonzero $x\in R$.
This fails if we only assume $R$ is a commutative ring and $I$ is a finitely generated ideal.
See this answer.