I understand that this is old and OP probably doesn't need it anymore, but for anyone else searching and coming across this post:
For blob trigger, you'd need "Storage Account Contributor" on whatever storage account you are running your queue service on.
The reason for this is that when it is initializing, it called properties on the storage account. That call requires storage account contributor: