Green’s Dictionary of Slang

powder v.1

[the explosive qualities of powder; 20C+ ety. more likely abbr. powder n.2 ]

[mid-17C–mid-19C; 20C+] to move fast, to run off.

In compounds

powder car (n.)

[1940s] (US Und.) a car used by criminals to flee from the scene of the crime.