The Apollo Program cost a total of $183 billion, inflation adjusted, over 12 years. That's about $15 billion a year. NASA's budget has been for the past 40 years has been $20-$30 billion a year. Even the 'burst funding' wasn't particularly extreme relative to what they now regularly receive. The highest their budget ever was was in 1966 in $57 billion (inflation adjusted) dollars.
To visualize the absurdity of this argument imagine somebody claiming that Uganda funding a space program for $5 billion is receiving some serious financial capital, because that happens to be 10% of their GDP. $5 billion is $5 billion, regardless of your GDP. Ok technically there's PPP calculations, but that doesn't apply to the discussion here.