Closed, or Borel, in what space?
$\mathsf{ZF}$ proves that the axiom of choice is equivalent to the following statement:
$(*)\quad$ For every set $X$, equip $X^\omega$ with the product topology coming from the discrete topology on $X$. Then every game on $X$ of length $\omega$, whose payoff set is closed as a subset of $X^\omega$, is determined.
But $(*)$ is an incredibly general principle! Every set $X$ has to be taken into account here. By contrast, when we talk about Borel determinacy we're (unless otherwise stated!) referring to specifically Borel subsets of $\omega^\omega$ (or equivalently for this context, $2^\omega$). While $\mathsf{ZF}$ proves "Every Borel subset of $\omega^\omega$ is determined," this is not enough to imply $(*)$ above.
Indeed, in general the phrase "$\Gamma$-determinacy" refers either to $\omega^\omega$ or $2^\omega$ specifically (and even this needs further clarification for $\Gamma$ sufficiently simple - closed games on $2$ are fairly boring but closed games on $\omega$ are extremely complicated). So the phrase "Over $\mathsf{ZF}$, choice is equivalent to closed determinacy" is misleadingly phrased; it should be something like "Over $\mathsf{ZF}$, choice is equivalent to the determinacy of all closed games on all sets."
EDIT: I've been asked to clarify the claim that $\mathsf{ZF}$ proves Borel determinacy (over $\omega^\omega$). This is indeed a bit tricky; the point is that we can use absoluteness theorems, and a bit of creative sentence rewriting, to remove any dependence on choice from the original proof (that said there's a subtlety around what "Borel" means without choice, see the very end):
Let $\mathcal{M}\models\mathsf{ZF}$. Now $\mathcal{M}$ may not have a forcing extension satisfying choice, but it does have one satisfying enough choice for the proof of Borel determinacy to go through; let $\mathcal{N}$ be such an extension. Now by Mostowski absoluteness, each Borel code in $\mathcal{M}$ is also a Borel code in $\mathcal{N}$ (the only nontrivial part of the definition of Borel code is well-foundedness). Let $b$ be a Borel code in the sense of $\mathcal{M}$, and let $b'$ be the thing which $\mathcal{M}$ thinks is the canonical Borel code for the complement of the set coded by $b$; by Mostowski as above, $b'$ is a code for the complement of $b$ in $\mathcal{N}$ as well. Then since $\mathcal{N}$ satisfies Borel determinacy, we have $\mathcal{N}\models$ "There is some strategy $\Sigma$ for (say) player 1 such that for every strategy $\Pi$ for player 2 and every real $F$ we have that $F$ is not a witness to $\Sigma\otimes \Pi$ being in the set coded by $b'$." Shifting to codes for complements has bought us a crucial quantifier: this latter statement is $\Sigma^1_2$ in a real parameter in $\mathcal{M}$ (namely $b$), and so by Shoenfield absoluteness holds in $\mathcal{M}$ as well as in $\mathcal{N}$.
This argument, though, reveals a subtlety which I had not mentioned originally: when we're working without choice, it's important to distinguish between two notions of "Borel"-ness. See this old answer of mine; to be absolutely precise, $\mathsf{ZF}$ proves Borel-coded determinacy for $\omega^\omega$.