In the list 'St. Patrick's Day', 'Easter', 'Halloween', and 'May Day', the odd word out is 'May Day'.
Reasoning: St. Patrick's Day, Easter, and Halloween are all holidays celebrated in the spring or autumn with specific cultural or religious significance. May Day, while a holiday in some cultures, is primarily a celebration of spring and labor and does not share the same cultural or religious context as the other three.