Hi Crisna, In both cases use 'advice', the noun, because you are referring to a thing, intangible though it may be. We know it's the noun and not the verb because we can substitute another noun and the sentence still make sense:
I asked someone for WATER. Therefore, I asked someone for ADVICE.