A proof is from Aluffi's textbook "Algebra: Chapter 0".
A statement:
There are no simple groups of order $24$.
The proof from the book:
Let $G$ be a group or order $24 = 2^33$, and consider its $2$-Sylow subgroups; by the third Sylow theorem, there are either $1$ or $3$ such subgroups. If there is $1$, the $2$-Sylow subgroup is normal, and $G$is not simple. Otherwise, $G$ acts (nontrivially) by conjugation on this set of three $2$-Sylow subgroups; this action gives a nontrivial homomorphism $G \to S_3$, whose kernel is a proper, nontrivial normal subgroup of $G$-thus again $G$ is not simple.
What I don't understand is why the action of $G$ by conjugation on the set of $3$ $2$-Sylow subgroups of $G$ is not trivial and why kernel of $G \to S_3$ is proper and nontrivial.
The action is non-trivial because for a fixed $p$, all Sylow-$p$ subgroups of a group $G$ are conjugate to one another. This is the second Sylow theorem.
So the kernel of $G\to S^3$ is proper, since there are elements of $G$ that does a non-trivial permutation of the three Sylow-$2$ subgroups. The kernel is also non-trivial, since it's a homomorphism from a group of $24$ elements to a group of $6$ elements, so it cannot be injective.