Why should Youtube try to tell me what it thinks I should want to watch instead of what I actually want to watch? I'm not particularly interested in their opinion on that matter.
Because search fundamentally requires curation. An algorithm has to "decide" which videos are most relevant to you. Otherwise, you'd be flooded with irrelevant results every time you make a search query.