Chouhan, who arrived with his family last night, drove from the city airport to the centre and stayed overnight, sources said.
The Isha Yoga Centre is run by spiritual leader Jaggi Vasudev.
The Chief Minister, who was on a purely personal visit, left for Bhopal by air this noon, they added.