The issues are indeed subtle. But it is definitely not true that LOOCV has larger variance in general. A recent paper discussed some key aspects.
Yongli Zhang and Yuhong Yang (2015). Cross-validation for selecting a model selection procedure. Journal of Econometrics, vol. 187, 95-112.
It also addresses several seemingly widespread misconceptions on cross-validation.