The neolithic revolution refers to the period of time when mankind started to leave Hunting/gathering lifestyle and move to the Agricultural lifestyle.
The discovery of beer can only exist in agricultural lifestyle because The main ingredients of beer during that period is made from Grain, hops, and water.
Without agricultural lifestyle, these ingredients are impossible to obtain.