Johnny Depp -- Long-Term Partner ... Amber's a Liar ... He Doesn't Beat Women

Johnny Depp's long-term partner and mother of his 2 children is scoffing at Amber Heard's domestic violence claims ... insisting Johnny is a loving man who has never been physically abusive to women. TMZ has obtained a letter from Vanessa Paradis,…