Old CSS sometimes shows with navigation

When I navigate through my website sometimes the old CSS style is showing. It is very quickly and you hardly see it but I wonder how I can remove that. Is that possible with caching or something else? I find it annoying and put a preloader in my site on the background but it does not help. 



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