When Jim Koch launched what would become the nation’s best-known craft beer in 1984, he named it after Samuel Adams because he wanted to start a beer revolution.

He succeeded, expanding his small Boston brewery into a nationwide brand and helping inspire a legion of would-be beer makers. But after years of thriving as the main craft alternative to Budweiser and Miller Lite, the craft beer boom he helped begin is turning on him.

Craft...