Adrenal glands are small glands that sit on top of the kidneys and produce hormones that direct the activity of every organ and tissue in the body. Adrenal cancer is very rare but when it does occur, it can be aggressive. An adrenal cortical carcinoma is a cancerous tumor that can produce hormones that cause unexpected changes in the body or press on organs, causing more symptoms.