The story
From the fact that it is commonly used in film scenes depicting a sinister castle illuminated by lightning flashes.
Etymology from Wiktionary, CC BY-SA 4.0.
castle thunder
Today it means: A stock sound effect of a loud thunderclap during a rainstorm, used in numerous films. Full definition →