Removing control symbols only:
:%s/[[:cntrl:]]//g
Removing non-printable characters (note that in versions prior to ~8.1.1 this removes non-ASCII characters also):
:%s/[^[:print:]]//g
The difference between them could be seen if you have some non-printable-non-control characters, e.g. zero-width space: