Converting Query From Access

Hi,

I would like some help converting an access query to a SQL Server query.

The access query is made up of the following and then repeated for each field:
SELECT Sum(IIf([gender]='Female',1,0)) AS Female, Sum(IIf([gender]='Male',1,0)) AS Male...
FROM dbo.applicants
I have tried using the following to test out an alternative, but it brings back the incorrect figure:
SELECT COUNT(CASE WHEN gender = 'Female' THEN 1 ELSE 0 END) AS Female
FROM dbo.applicants
I've looked at the table and should get back 350, but only get back 193.
But using the following query I get the correct figure:
SELECT COUNT(gender) AS Female
FROM applicants
GROUP BY gender
HAVING (gender = 'Female')
Although I can't use the above query because I want to also count how many 'Male' applicants there are.

How can I do this?

Thanks