First, get the spindle out from the bearing. I use hammer of course :) Just hold the end cups with hand in the air and tap on the spindle with hammer.
Once the spindle is out, it is likely that one of the bearing cartridge is still inside the casing between the cylindrical spacer and the threaded cup. You have to hold the threaded casing in the air and tap on the bearing again. The bearing will push out the cylinder as well. You can either use a round object which will mount on the inner ring of the bearing or use the spindle itself by inserting from opposite end and use that as link to hammer on the bearing.
Thanks for the info. Next time, I will try for the cartridge from SP road.