The important part of that link was not during prohibition, which is irrelevant, because regardless of demand the number of people with access to alcohol was lower, but rather that after prohibition, usage rates did not surpass pre-prohibition levels.

When supply does not meet demand, prices rise

This is not an inverse relationship between supply and demand. The supply is not affecting the demand, which is what “inverse relationship” requires.