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Mrs is derived from the title mistress, which accounts for that extra letter. Mistress is the counterpart of master.
In fact, mistress is defined as:
1. A woman who governs
2. A woman skilled in anything
3. A woman teacher
4. A woman beloved and courted
5. A term of contemptuous address
6. A whore or concubine