Celsus \ce(l)-sus\ as a boy's name is a variant of Celso (Italian, Latin), and the meaning of Celsus is "high, lofty".
The baby name Celsus sounds like Celsius. Other similar baby names are Celesto, Claus, Delius and Jesus.