Hi Hafsa,
I am a native English speaker from Australia. I would be comfortable saying either of these sentences - they are effectively a shortening of "I love the experience of being calm, or I love the experience of being peaceful" but saying them as simply as they are here is an easy way to do it and you would be understood.
Good question though!