A suicide note was recovered from the spot, they said.
Raju (43) had bagged the National Championship in Body Building at the Postal Departments' competition in 2008 in Jharkhand and twice more later.
He had also won the 'Mr Kerala' title, they said.
He is survived by his wife and two children.