Nonplussed

verb
be a mystery or bewildering to
“This beats me!”
Similar: perplex, vex, stick, get, puzzle, mystify
adjective
filled with bewilderment
“at a loss to understand those remarks”
Similar: at a loss, nonplused, puzzled