I'm in the UK and there are strong anti-discrimination and confidentiality laws here so I wouldn't worry too much, if they've offered you the job they can't take it back if you say you have had anxiety or depression.
ETA according to Mind, the Equality Act protects you against discrimination when applying for a job About discrimination at work | Mind, the mental health charity - help for mental health problems