The normal prostate is soft and spongy, so a soft prostate is a benign-feeling prostate. The normal prostate is soft and spongy, so a soft prostate is a benign-feeling prostate. With cancer, the prostate often becomes hard and unyielding. A “doughy” prostate sometimes refers to a swollen, congested prostate that can occur with inflammation.