Yeah, saddle soap. Then after maybe a light coat of mink oil or similar penetrating sealant (waterproofing/ helps resist penetrating stains).
NOTE: Mink oil & similar will probably darken the leather - try it somewhere less noticable first.
Good Luck
Scott