It is read as mistress, albeit a contracted form of it, just like ma'am is a popular contraction of madam. Quoting WP:
Mrs. originated as a contraction of the honorific Mistress, the
feminine of Mister, or Master, which was originally applied to both
married and unmarried women. The split into Mrs. for married women
from Ms. and Miss began during the 17th century.
It is rare for Mrs. to be written in a non-abbreviated form, and the
word lacks a standard phonetic spelling. In literature it may appear
as missus or missis in dialogue. A variant in the works of Thomas
Hardy and others is "Mis'ess", reflecting its etymology.