Even before Amazon.com Inc. decided to put a headquarters in Long Island City, the retail giant’s interest in the Queens neighborhood unleashed a condo gold rush.

Amazon’s interest was made known scarcely a week ago, yet brokers say they are already selling units—sometimes sight unseen—via text message. Others are renting vans and packing them full of clients eager to view multiple buildings, or holding group tours in Chinese.

Now,...