Someone: Stop making jokes about sh!
Me: Oh, sorry man, I'll cut it out, I'll cut it out deep!
Listen up, buttercup. The joke is about self-harm. The dude says he'll "cut it out," which means he'll stop with the jokes, but then he adds "cut it out deep" which is a reference to cutting.