Taste of beer causes chemical reward.
Fragment of a discussion from Comments:Study: Taste of beer causes chemical reward in male brain
The abstract of the study indicated that the subjects "rang[ed] from social to heavy drink[ers]." My guess is the scientists picked only those who actually liked beer somewhat and didn't select those who dislike beer.