In most people, these symptoms improve with time, without the need for any treatment. If you are going to be taken off of Paxil, your healthcare provider may wean you off slowly to minimize the chances of Paxil withdrawal symptoms occurring. Sometimes, withdrawal symptoms are actually symptoms of depression returning.