Chanchal Lahiri, also known as Wizard Mandrake, was lowered into the river by a crane while his friends, family and police watched from the river bank on Sunday.
Before entering the cage, the 40-year-old reportedly said: “If I can free myself it will be magic, if I cannot it will be tragic.”
Mr Lahiri has not emerged from the river since – sparking a frantic search – and is feared dead.
“We are still searching,” a family member told the AFP news agency.
The Indian escape artist pulled off a similar stunt 21 years ago in the same river by locking himself inside a bulletproof glass box while he was tied with chains.
He was dropped from a bridge and managed to escape within 29 seconds, according to reports.
After he performed the same stunt in 2013, he was assaulted by witnesses who claimed it was fake – accusing Mr Lahiri of exiting the locked cage through a visible door.