Amazon does deliver packages on Sunday.
If the package is on an Amazon delivery vehicle then Amazon will deliver the package on Sunday.
Unlike traditional mail, Amazon makes package deliveries every day of the week, Sunday included.
These Sunday deliveries are available to all customers where the service is available, regardless of Amazon Prime membership.