I don't remove it . I just re-prime it with my RCBS hand priming tool . It worked great on both Lake City and WCC headstamp brass .I used RG's Dillon on a few cases and then bagged the whole extra step . I guess my laziness worked out in my favor that time .I was using CCI primers if that makes any difference .
Until I get around to buying a Dillon, I've been killing my fingers, reaming it out by hand using the RCBS Deburring Tool.
I set mine up in a drill press on low speed. Works great and I'm not out the $95 on Dillons tool.