Is uncle capitalized if it preceded by a possessive pronoun?

No, the common noun 'uncle' becomes a proper noun when it is the title of a specific uncle. Examples:

common noun: My uncle invited me to go fishing.

proper noun: My Uncle Jack invited me to go fishing.