so surprised and confused that one is unsure how to react

Henry looked completely nonplussed

not disconcerted; unperturbed

I remember students being nonplussed about the flooding in the city, as they had become accustomed to it over the years

surprise and confuse (someone) so much that they are unsure how to react

Diane was nonplussed by such an odd question