This is what happens after an underground nuclear test. Atomic tests tend to vaporize everything around them in a certain area. When it comes to underground test sites, they can create a phenomena known as subsidence craters. Essentially, the force of the nuclear blast destabilizes the ground around it and creates a giant sinkhole.
Underground Nuclear Test