Inflation is defined as a persistent rise in general prices. It used to mean an increase in the money supply, but that usage is archaic in most economic circles.
The money would be withdrawn in the way that central banks usually withdraw money in their day-to-day operations: by selling bonds or allowing them to mature.
Also, how could money "be withdrawn quickly enough"? Who would withdraw it and how?