That information is available only in database (and in application log, but after it gets off Recent activities list you still need to dig through database to find it). Open project_tasks table, find specific task and look at value of created_by_id field. That is the ID of record in users table that you should look for in order to see who created the task.

How familiar are you with databases? Do you need more instructions?