Troops occupied the factory Saturday in the rural area of La Holanda, some 350 kilometers north of Bogota.
The factory allegedly belonged to the Revolutionary Armed Forces of Colombia (FARC), the largest rebel group in the country. Some 124 "improvised explosive devices," 450 kilograms of explosives and 150 kilograms of shrapnel were found, Army sources said.