Marrying another person while you're still married to someone else is against the law in the US and is defined as bigamy.

Someone who practices bigamy is known as a bigamist.

Merriam-Webster Online Dictionary
bigamy (noun)
the act of entering into a marriage with one person while still legally married to another
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