TOKYO—Wherever there are houses haunted by misfortune, Teru Oshima wants to hear about it.

Mr. Oshima has built one of Japan’s most popular real-estate websites by compiling an online map showing properties with histories of ghastly events. In Japan, that is valuable information: Landlords often give a discount to renters willing to take property that has a stigma.

Take...