The last two decades of drought are not, McAfee says, actually that unusual in climatic terms, according to tree ring reconstructions.
But "what's going on now is that we're having a drought, and temperatures are much warmer and when temperatures are high, things dry out faster.
"That is a consequence of climate change... driven by human greenhouse gas emissions."
On Lake Mead, boat seller Jason Davis manoeuvers his craft towards Hoover Dam, where thousands of tonnes of concrete loom over the water in graceful modernist lines, and a ring of mineral deposits shows where the water level used to be.
For him, the lake is not just a battery for the huge generators in the dam, but a waterscape whose beauty and peacefulness are worth protecting.
"You know, people who haven't been here don't appreciate it," he says as a sunset rages in the desert sky above.