This is exercise 1 from chapter 3 of Pillars of Transcendental Number Theory (Natarajan, Thangadurai), which is on the Gelfond-Schneider Theorem. There are a few clear ways to use the Gelfond-Schneider Theorem; if I can write $z=\alpha^{\beta}$ with $\alpha$ algebraic, not equal to $0$ or $1$ and $\beta$ irrational, than I am done. This seems like a big wish though, I've not been able to do this.
Another idea is to have some kind of thing like $\alpha^{z}=\gamma$, where $\gamma$ is algebraic, as this would mean $z$ has to be transcendental (we're already told $z$ is irrational so this seems to me like a good way to get to the contradiction). However, I've not been able to get this to work yet either.
I may also be going completely the wrong way about it completely; any hints would be very helpful!