
Take a powder
Idiomatic Use
Understand it's an informal idiom, not to be used in formal or written English. 
Quick Escape
Implies a swift, sometimes sneaky departure, often to avoid trouble or discomfort. 
American Slang
It's predominantly American slang; may not be understood in other English-speaking cultures. 