I have taken two elements $(x_1,y_1)$ and $(x_2,y_2)$ in the set.
I want to check that $(x_3,y_3) = \theta(x_1,y_1) + (1-\theta)(x_2,y_2) \le 1$
I referenced Tom's answer on this question: Prove that the set $A := \left\{ (x,y) \in \Bbb R_{> 0}^2 \mid xy \geq 1 \right\}$ is convex
So I need to check that $\theta^2x_1y_1 + (1-\theta)^2x_2y_2 + \theta(1-\theta)[x_1y_2+x_2y_1] \le 1$
So $x_1y_1 \le 1$, $x_2y_2\le1$
But $[x_1y_2+x_2y_1] \ge 2\sqrt{x_1y_1x_2y_2} \le 2$
I don't think I can use the same proof since the inequalities are in different directions.