The incident was reported at the base's Combined Arms Support Command Headquarters, Building 5020, the statement said.
"All personnel should enact active shooter protocols immediately," it said.
A spokesman for the base, about 100 miles (160 km) south of Washington, had no further details. (Reporting by Ian Simpson; Editing by Jim Loney and Mohammad Zargham)