They're the same. 'Kidding' is a familiar term for 'joking'. There are various expressions using 'kidding' :
'You're not kidding ?' - 'you're not joking ?'
'Just kidding !' - 'just joking !'
'Kidding' is only used in speaking casually with someone that you know well.