Press “A” to put the video in the timeline (or drag it by mouse) then you can right click it there and there’s going to be a “Detach audio” option.
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Also quick tip after you do this: you can move the selected clip (video or audio) by one frame using . and , keys if you need extra precision (you might need first to use the mouse for big corrections).