The incident occurred around 11:30pm on Wednesday
RAB officers also found jihadist propaganda books and leaflets on them.
The names of the detainees -- two men and a woman -- were not immediately provided by the elite force.
On a tip-off, RAB conducted a raid around 1am on Wednesday in the area and arrested the three, said RAB-11 officer Alep Uddin.