E-commerce giant Amazon's upcoming launch Down Under might have consumers in a tizzy, but not everyone is thrilled at the online retailer's entry to the Australian market.

"Amazon is the worst possible corporate citizen to have in our midst. There's not a retailer in the world, practically, that likes Amazon," Gerry Harvey, chairman of Australian retailer Harvey Norman, told CNBC's "Street Signs" on Monday.