Move start of RabbitMQ before changing password

We can change the password of RabbitMQ only if RabbitMQ is already
running. So, start it first and then change the password.

Change-Id: I72275162be13c010a93adac01152996739b44bd0
Merge "Move start of RabbitMQ before changing password"