A brain tumor can cause you to become quite forgetful. And your mental efficiency can decline as well. What can be done about it? Depending on where the tumor is located, removal of it can help you restore your memory again. In some cases, unfortunately, a tumor in the brain is located in an area where it is too dangerous to be removed.