The locals were enraged after YCL cadres beat up some locals.
The aggressive Maoist wing has been involved in many such clashes with people as well cadres of other political parties across the country.
"I would like to apologise especially to my brothers and sisters among the squatters," the minister said. "Even while watching the situation, I felt it was difficult for me."