Lots of things fit into that category, but I'm going to choose regular expressions. For maybe ten years, I felt guilty for not learning them and hamstrung by not knowing them. Then I just made the time, and I've had decades of productive use out of them. And they weren't nearly as difficult as I'd thought they'd be!
If I were learning them now, it'd be even easier, because now we have the Web as a guide.