I believe it is, because I did a similar problem for $\mathbb{Z}+\mathbb{Z}\omega$ where $\omega=e^{2\pi i/3}$ is 3rd root of unity and proved the element $1-\omega$ is prime.
I did this by showing $\mathbb{Z}+\mathbb{Z}\omega$ is Euclidean with respect to $N(a+b\omega)=(a+b\omega)(a+b\omega^2)=a^2+b^2-ab$, then showing $1-\omega$ is irreducible using properties of the norm.
I don't see how I would be able to do this for the 23rd root of unity since I don't know what the norm should be. It was already pretty tedious for then 3rd root of unity so I imagine this line of thought would be even more tedious for the 23rd root of unity.
Any help is greatly appreciated!