Impeachment wouldn't strip him of anything (despite the many tweets and stories about it, there is nothing special about a second impeachment).

If he is impeached and the Senate votes to convict, then he will lose benefits. At the moment, however, it is believed that the Secret Service detail will remain in place regardless.