No, you should be fine to leave it in place.
At some point in the process, I would suggest removing the CPU fan and cleaning the dust out of it. As I recall, it's two screws accessible from the back panel. I'd probably take it off before trying to remove the heatsink, as it give you more clearance to access the clips.