The 50-year-old actor took to Twitter to make the announcement.
"Hello from #Georgia... #hindimedium," tweeted Irrfan, alongside his selfie from Georgia's famous landmark, Bridge of Peace.
The movie features Pakistani actress, Saba Qamar, alongside Irrfan and has been co-produced by Dinesh Vijan and Bhushan Kumar.
"Hindi Medium" will be directed by Saket Chaudhary and is slated to release on May 12.