On March 22, 2021, the Special National Investigation Agency (NIA) Court in Mumbai rejected Mr. Swamy’s bail petition, arguing that there was sufficient evidence to prove his involvement in "deep-rooted conspiracy". His application for bail had been pending since November 2020.

The Observatory recalls that Mr. Swamy has been arbitrarily detained in Taloja jail since October 9, 2020, following his arbitrary arrest on October 8, 2020 by NIA officials for his alleged involvement in the Bhima Koregaon case. The case relates to caste-based violence that broke out on January 1, 2018, during Elgar Parishad, a Dalit commemoration of the anniversary of a battle the Dalits won 200 years ago against the Peshwas (upper caste rulers), at Bhima Koregaon, Maharashtra State.

On November 26, 2020, the NIA Court in Mumbai rejected Mr. Stan Swamy’s request for a straw, a sipper bottle, and winter clothes, which had been allegedly confiscated by the NIA at the time of his arrest. Mr. Swamy had lodged his request on November 6, 2020, as he is unable to hold a glass due to having an advanced stage of Parkinson’s disease. Furthermore, Mr. Swamy suffers from a hearing impairment, has fallen in the jail on multiple occasions, and suffers from severe pain in his lower abdomen as a result of two surgeries. On November 29, 2020, the Taloja jail authorities provided Mr. Swamy with a sipper bottle, following widespread outcry over the refusal to provide him with adequate medical care.