While it's true we would die first, I bet we'd transition to other power sources even earlier. If we ever get fusion working reliably, that will probably be more convenient than geothermal, and at that point the geothermal plants will start slowly going defunct with no replacements.

Extracting enough energy to do that, would probably meltdown the earth crust.

We'll (and humanity itself) be long dead by then