Go to Tools -> Preferences -> All (radio button) -> Audio -> Audio Resampler and set it to Disable in the drop down box.

Credit to “johnuren1980” via this link: https://ubuntu-mate.community/t/audio-files-sound-high-pitch-when-seeking-in-vlc/2059/3

Thanks for reading!