The incident took place at Constitution Club here this evening where BJP's farmers wing had organised a function.
Gadkari was the chief guest at the function.
"Rohtas Singh, the PSO, had accompanied Gadkari to the function. There was a large crowd and he lost the firearm. He did not realise initially that he lost it," a senior police official said.
When the incident came to light, a police complaint was made.