Authorities caught 34-year-old Adam Lynch of Corte Madera in Denver on Monday.
Agents said they nicknamed him the "Ho Hum Bandit" because of his bland appearance.
Lynch is suspected of robbing a bank in Edgewater, Colo. in March.
The FBI said Lynch has also hit banks in San Diego, Los Angeles, Seattle and Cheyenne, Wyo.