What ESB version is this?
ESB Version - 10.1.3.4.0
I raised an SR with Oracle and found out that the minimumDelayBetweenMessages property is only applicable for BPEL and not ESB. Hence, I created a BPEL consumer instead of an ESB consumer and applied the throttling property. It worked.
SR link is below for reference.