Grease is not the thing to use as dust and dirt stick to it.  A couple of drops of light oil in the little "cup" on each wheel surrounding the end of the axle is all that is needed.  I use LGB oil designed for this purpose, but no doubt there are other oils other people use.  The LGB oil comes in a little dispenser unit.