Unfortunately it is not possible to entirely delete a Skype account. So you cannot learn how to close Skype account permanently. However, you can remove all personal details from your account profile, so that people cannot search for you in Skype using any of this information. Although nor personal information will remain in your profile, people can still search for your Skype name.