I have the same probe but for use in conjunction with my MSO5000.
Yes, it gets warm. Warmer than I'd expected. However, it doesn't appear to cause any issues. I've had mine running for 8 hours at a time some days and it's yet to be a problem. Combined with your experience, I conclude that, for better or worse, that's the way of it.