Original: Fallout is the residual radiation hazard from a nuclear explosion, so called because it "falls out" of the atmosphere after the explosion.
Simplified: Fallout is the left over radiation hazard from a nuclear explosion. The name is because it "falls out" of the atmosphere into which it is spread during the explosion.