Exactly my advice!
Leash and reward with treats, praise, play, whatever. Make the experience positive and fun. He has obviously associated hands inside his crate with grabbing and pulling, so he reacts negatively - by growling and snapping. To counter his behavior, you have to approach it from a positive way, too. Good luck!
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