They were arrested from an area under Gajol police station limits, 25 km from the hospital, within six hours, they said.
The prisoners had escaped the cell yesterday through a window in the toilet, police said.
The medical superintendent of the hospital said, "The prisoners cell is guarded by two police personnel.