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The local ABC7 news reported "multiple fatalities" quoting police in the historic city located an hour east of Washington.
"ATF Baltimore is responding to a shooting incident at the Capital Gazette in Annapolis," the Bureau of Alcohol, Firearms, and Tobacco said on Twitter.
County Sheriff Ron Bateman told Fox News a suspect had been taken into custody.