After the song was released, The Bellamy Brothers criticized it for being similar to their 1979 hit "If I Said You Had a Beautiful Body Would You Hold It Against Me".
Nach der Veröffentlichung von Hold It Against Me kritisierten die The Bellamy Brothers den Titel für die Ähnlichkeit mit deren Lied If I Said You Had a Beautiful Body Would You Hold It Against Me aus dem Jahre 1979.