The CFE Prep – Investigations warns against relying solely on eye contact:

“Behavioural clues are harder to read … Additionally, racial, ethnic, and economic factors should be carefully considered when observing a respondent’s behaviour. Some cultures, for example, discourage looking directly at someone. Other cultures use certain body language that might be misinterpreted.”

Therefore, lack of eye contact cannot safely be taken as proof of dishonesty.