I think so but you're going to have a lot of holes and gunk underneath, and you may need to replace the rocker panel with an entirely new one that was built for "no running boards".

Here's the instructions on how to install them, may give some help/insight on how to remove...

http://www.bmwmotorsports.org/pdf/e7...rd_install.pdf