An Army release said that the two, who were out to extort, was apprehended near Balbola Bridge on NH-17 last night.
One rifle, one 9 mm pistol, some ammunition and a motorcycle were seized from their possession.
In recent months, activities of ULFA and various other Meghalaya-based terrorist groups have increased in Goalpara district.