Saibaba, who teaches English at Ram Lal Anand College of Delhi University and is wheelchair-bound, is the deputy secretary of 'Revolutionary Democratic Front'.
He is in custody since May 9 after Maharashtra police arrested him in Delhi last month.
The sessions court in Gadchiroli district today refused to grant him bail, a press release issued by Gadchiroli police said.