Your body can physically withdraw from alcohol and other substances in a fairly short period. For me it was about 10 days. As we know well on this site, the physical symptoms of withdrawal from alcohol are the most dangerous of any substance.
However, the real withdrawal is mental, and as oak says, that probably never goes away.