BJYM workers were chased and beaten up allegedly by Congressmen, including Singh and Guddu, on July 17, 2011 when they tried to show them black flags protesting against a remark by the Congress general secretary.
Following this, a case was registered against Congress leaders Jai Singh, Anant Narayan Meena, Mukesh Bhati and Amar Lal.
Later, an application was moved in the local court with a plea to make Singh, Guddu, Hemant Chouhan and Dilip Choudhary accused in the case, after which the court had admitted the plea and issued summons to them.
Except Digvijaya Singh and Guddu, others were granted bail by the court when they appeared in the case.
However, Digvijaya Singh and Guddu did not appear in the court on Tuesday and moved a plea seeking exemption from personal appearance in the case.
But the Tenth Additional Sessions Judge Dipesh Tiwari rejected their plea and issued a non-bailable arrest warrant against them.
The court has fixed April 30 as the next date of hearing in the case.