The story
The financial sense comes by metaphor from the sense of gunpowder kept dry to allow rapid loading of a firearm, as in the expression keep one's powder dry.
Etymology from Wiktionary, CC BY-SA 4.0.
dry powder
Today it means: A powder found in a fire extinguisher that is expelled to smother the fire (in contrast with liquid types of extinguisher). Full definition →