The police encounter took place late at night on Wednesday near the hill of Sakho village in Tauru area of Nuh district.
The police cited prohibitions under Section 144 CrPC that are in place and security concerns while stopping the leaders from visiting the violence-hit areas.
Authorities in Nuh bulldozed some 250 shanties allegedly built on the Haryana Shahari Vikas Pradhikaran (HSVP) land on Thursday morning.
The state government has also established a three-member committee entrusted with supervising social media activities from July 21 onwards.