How do I get the Exception that happens in Timer Elapsed event?

If you don’t have access to the main thread, you can throw the exception on another, non-timer thread:

catch (Exception exception)
{
    ThreadPool.QueueUserWorkItem(
        _ => { throw new Exception("Exception on timer.", exception); });
}