Why the EC2 instance is not able to access the RDS instance, if we set publicly access to 'No' with default VPC and Security group?

Not able access the RDS instance from the EC2 instance, if we set the publicly access to 'No'. As per my understanding the EC2 instance should be accessible within the network and should be blocked outside network.