For my campaign I am planning to make a city in the desert. The MFCG however seems to include a body of water every time. Is there a way to switch the biome?

You can prevent the generator from spawning waterbodies by first uncheking the "Random" item in the "Layout submenu" and then unchecking the "Coast" and/or "River" items.