There is the following result on wiki:
The Fitting subgroup of a solvable $A$-group is equal to the direct product of the centers of the terms of the derived series.
An $A$-group is a (finite) group whose all Sylow subgroup are abelian. The proof of this result can be found on Huppert 1967. Unfortunally I don't have access to the book and I cannot read German.
So, does anyone know another reference or how to prove?
Here is the proof, based on Huppert.
First recall that by transfer, you can prove that if $P$ is an abelian $p$-Sylow, then $G' \cap P \cap Z(N_G(P)) = 1$. Thus if $G$ is a finite $A$-group, then $G' \cap Z(G) = 1$.
Now suppose that $G$ is a finite solvable group.
Let $p_1$, $\ldots$, $p_t$ be the prime divisors of $|G|$. Because $G$ is solvable, it admits a Sylow system, meaning $P_i \in Syl_{p_i}(G)$ such that $P_iP_j = P_jP_i$ for all $j,i$. Denote $D = \cap_{i = 1}^t N_G(P_i)$.
Proof: The image of $N$ is central in $G/N \cap G'$, so it normalizes the images of $P_i$. Thus $N \leq (N \cap G')D$, and by Dedekind's lemma $N = (N \cap G')(N \cap D)$. $\blacksquare$
Proof: It suffices to consider the case where $N$ is a $p$-group for some prime $p = p_i$.
By Lemma 1 we have $N = (N \cap G')(N \cap D)$. Also $G' \cap Z(G) = 1$ since $G$ is an $A$-group, so it suffices to check that $N \cap D \leq Z(G)$.
Since $N \leq P_i$ and $P_i$ is abelian, we have $[N \cap D,P_i] = 1$. Now $Q = \prod_{j \neq i} P_j$ is a subgroup of $G$ normalized by $D$, so $[N \cap D, Q] \leq Q \cap N = 1$. By $G = P_iQ$ we conclude $N \cap D \leq Z(G)$.$\blacksquare$
Proof: Apply Lemma 2 and induction on the length of the derived series of $G$. $\blacksquare$
As a corollary of Lemma 3, you get the desired result.