You can marry her and she can sponsor you. She will not be subject to income requirements to sponsor a spouse as long as she is not on social assistance. See
http://www.cic.gc.ca/english/immigrate/sponsor/index.asp for more info.
You will not be getting citizenship right away. You will first get a permanent resident card but after you live in Canada for 3 years, you can apply for citizenship.