There is no "stop/start" actions for RDS databases, currently you'd have to terminate the database taking a final snapshot and restore from that snapshot.
UPDATE: Now supported (thanks @venkata-mutyala): https://aws.amazon.com/about-aws/whats-new/2017/06/amazon-rds-supports-stopping-and-starting-of-database-instances/
