Some strange political beliefs but indeed an unparalleled genius. (He advocated for immediately nuking the USSR!) His faculty with infinite series and other mathematical tricks was rather amazing.
Luckily the war didnt happen, but it was a reasonable possibility. So only in hindsight do these beliefs look stupid (and evil).
Von Neumann also influenced the Goverment on Military Strategy and basically invented MAD. Which worked great so far.