Five suspected militants surrendered to law enforcers on Sunday morning from the hideout at Gabtoli area in Narsingdi sadar upazila.
Later RAB members wearing them bulletproof jackets started their journey to Dhaka around 10.15am on Sunday.
RAB members in association with local police cordoned off the house owned by one Moin Ahmed, a United Arab Emirate expatriate, suspecting the presence of militants there on Saturday afternoon.
Locals said three students rented the house last month.