The INLD won 19 seats in 2014 assembly elections, but the party’s strength has been reduced to 17 after death of Jind MLA Hari Chand Middha and Jaswinder Singh Sandhu legislator from Pehowa.
There were sharp exchanges between the INLD members who backed Abhay, while the BJP members kept countering him.
The order came two days after former Madhya Pradesh police chief Rishi Kumar Shukla took over the reins of controversy-hit CBI.
Dushyant launched the Jannayak Janata Party and unveiled its flag at a well-attended rally in Haryana's Jind district earlier on Sunday.
Ajay Chautala's two sons - Hisar MP Dushyant Chautala and Digvijay Chautala too were expelled from the party earlier.
Tainted former IOA president Abhay Singh Chautala showed up at the emergent executive council meeting of the Indian Olympic Association without any invite.