Not able to login on MySQL in AWS RDS using root
I am 99% sure that Amazon RDS does not give you a 'root' access. i.e. You can't create a user as 'root'@'localhost' or 'root'@''.

Can you confirm user you have used while launching Amazon RDS instance? and make sure that Password matches with user created.