The Scotland international picked up the problem while playing for his national side earlier this week.
Wolves boss Mick McCarthy confirmed his absence: "Steven Fletcher has hurt his calf and is a real doubt. In fact I would say he is out. It is sad but that's the way it is."
The forward racked up 12 goals for the Premier League side last season.