Can I get fired for not telling my new job I am pregnant?

No they can't fire you for being pregnant. But once you get farther a long you will probably be laid off for a while then you will have 6 weeks of maternity leave. I would talk to my doctor about work because some doctors may not want you to work. I'm 28 weeks and can't work.