Rust Underneath Windshield Trim

So I see rust starting to build up on the driver side of the windshield. (I could see that brown color showing.) It's building up under that black seal that goes around the entire windshield. Is it safe to remove it? I'm afraid it's going to remove the windshield. lmk anyone please and thank you!