I found the answer on AWS doc:

The pending-reboot status doesn't result in an automatic reboot during the next maintenance window. To apply the latest parameter changes to your DB instance, reboot the DB instance manually.

Source: https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_RebootInstance.html