If you only want to enable cookie handling and you don't need to save the cookies for a separate session, just set CURLOPT_COOKIEFILE to an empty string. I was given the advice to use php://memory but that did not seem to have the same effect.
Although this is stated in the documentation I thought it was worth reiterating since it cause me so much trouble.