Johnson (29), Chalapathi (26) and car driver Jagannath Reddy are the arrested.
Superintendent of Police M N Nagaraj said on Friday that search is on for the other two accused- Beeru and Bobby of Manvi.
On April 11, five persons had barged into the minister’s residence and threatened the inmates that the minister’s life was in danger.