Additional District and Sessions Judge Satish Chand rejected the application of Kushwaha and his brothers - Shivram and Jitendra.
Naresh Kushwaha was allegedly murdered on December 27, 2012, and the legislator and his two brothers were named in the case.
B L Kushwaha is BSP MLA from Dholpur.