Which would be more acidic, benzene or cyclohexane?
See: Relative acidities of alkanes, alkenes, and alkynes. Essentially the same explanation holds here, as benzene carbons are sp2-hybridised.

The newly formed lone pair is in a σ-type orbital (blue) which does not overlap with the π system (red), hence no delocalisation is possible.