Taskbar occasionally pops up, overlapping fullscreen video

When I try to stream any video in fullscreen mode (regardless of what site it is from), my taskbar will occasionally pop up, overlapping the video. Sometimes it dissappears again, only to come up several seconds later. I have never changed my taskbar settings and this just started happening 2 weeks ago. What causes this??