Yes, but it isn't easy to do when the entire thing is attached to the motherboard, and especially hard when also crammed into a case. Do yourself a favor, and just shoot a blast of canned air into the heatsink/fan setup. Use the straw that comes with the canned air for maximal effect. That will get the job done.