A cleaning tape comprising a support and a coating layer containing powder and a binder, wherein a surface of the coating layer has a central line average roughness of from 5 to 25 nm and has protrusions having height of 25 nm or more in number of from 60 to 1,700/10.sup.5 .mu.m.sup.2, the surface of the coating layer being a surface of the cleaning tape.