It is known (e.g. as mentioned in this popular article) that the reason why deserts cool down at night so much (to temperature below zero degrees celsius) is that there is much less humidity in the air in the desert. In quantitative terms:
"Water vapor accounts for the largest percentage of the greenhouse effect, between 36% and 66% for clear sky conditions and between 66% and 85% when including clouds" (Wikipedia)
while carbon dioxide is attributed 9–26%, and methane 4–9% of the greenhouse effect (from the same Wikipedia article). In short, while carbon dioxide and methane in the average atmosphere only constitute a smaller fraction of the direct greenhouse effect, they become predominant in the desert (where the otherwise dominant water is missing).
So, I imagine, it should be relatively easy to detect in the desert the change in the greenhouse effect due to human carbon dioxide and methane emissions. If up to 85% of the radiative transport resistance are missing, the remaining 15% should result in about 7 times the amount of radiative transport in the cloudless desert compared to a cloudy anyplace in the world. Hence, also every change in radiative transport due to rising atmospheric carbon dioxide and methane should be amplified by up to about a factor of 7 in the desert, and therefore, be much more apparent/detectable.
I think, Fourier's law could yield a reasonably good approximation of how desert temperatures evolve, that is $$\frac{\partial T}{\partial t}=-aT+b\dot Q$$ where $a$ is a coefficient that summarizes the effects of heat conduction, convection and radiative transport (including the influence of $CO_2$ concentration) in the IR range (at the $CO_2$ window) and $b$ and $\dot Q(t)$ take care of solar heat production during the day. If $\dot Q(t)$ becomes about zero, like at night, we have undisturbed cooling against space (assume $T_{Space}\approx 0$, as already incorporated in the above form of Fourier's law).
Is there experimental or theoretic evidence that the nightly desert temperatures are as sensitive to $CO_2/CH_4$ as sketched here?
Note: the above rough estimate (7 times) is, of course, neglecting (among others) any positive feedback between water vapor and the man-made $CO_2$ and $CH_4$. However, since I am only asking about the ideal dry desert (say the Atacama, where there is not much water to evaporate) and not about world climate, the positive feedback through vapor can be neglected.
Note #2: As a motivation, the climate modelling community seems to have set priorities low on the influence of carbon dioxide on desert temperatures, since the initially mentioned article states the following:
Researchers are still figuring out how climate change may affect arid places and organisms, but "we're definitely going to see changes," DeNardo said. "For most deserts, we are predicting an average rise in temperature of 3 to 4 degrees Fahrenheit [1.7 to 2.2 C]."