Fill in the blank with a suitable option:
I don't know much about art but I know ________________.
Noun clauses begin with wh-words like “what” and conjunctions like “that”, and act as noun, here a particular preference. Hence Option A is correct. The rest of the options do not act as a noun, hence incorrect.