On startup Calendar shows only one calendar
Close Calendar app. Go to Finder. Press cmd+G to navigate to a folder. Type in ~/Library/Preferences. Locate a file called com.apple.iCal.plist. Move it to Trash.

Now try to relaunch Calendar. Hopefully you should now be able to select the calendars you want to see and have them still be selected once you quit and reopen Calendar.