Qatar has no prohibitions against Jewish visitors (unlike certain other Arab countries). They do not however permit entry to any citizens of Israel, even if they hold dual citizenship with another country.

You should have no problem declaring your religious affiliation as Jewish. The questions on the forms are targeted more towards identifying Muslim visitors who are subject to mildly different laws than other visitors (eg. alcohol, pork, etc..).