Memory loss is unusual forgetfulness. You may not be able to remember new events or recall one or more memories of the past or sometimes even both. Memory loss can be a permanent state such as amnesia or it might only be because of factors which cause memory loss. Memory loss can get worse over time due to repeated exposure to factors. Long time memory loss can be called Amnesia.