The club tweeted the news saying: "Golden touch, turns like a dream & a deadly finish. The Bulgarian Hitman is set to take ISL by storm."
The 36-year old joins former United assistant manager Rene Meulensteen, who has taken the manager's role at Kerala. Ex-United defender Wes Brown is also at the club.
Berbatov last played for Greek club PAOK.