When you're out of ammo, and theres no gun in site, see if you have an empty brute shot on you. Just pick a target, run up to them, and bash them with it! The Brute Shot is equipped with a blade on the back, so it adds a nice damage bonus.

The Brute Shot: Because sometimes "Shoot to Kill" just isn't enough.