Guus Hiddink has called up Augsburg defender Paul Verhaegh as a replacement.
Janmaat was a regular starter for Holland at the World Cup in Brazil, under former coach Louis van Gaal.
They reached the semifinals in Brazil but lost their first Group A qualifier to the Czech Republic.
They play Kazakhstan on Friday in Amsterdam before traveling to Reykjavik to take on Iceland on Oct. 13.