convert to datetime

How can I convert the string '31.5.2016 00:00:00' to date time.
If I do
SELECT CONVERT(datetime,'31.5.2016 00:00:00)
I get the error:
The conversion of a varchar data type to a datetime data type resulted in an out -of-range value.