Clean it as best you can , wash it and wait maybe a week for the
chemicals to air out. On interior brick with quality paint no primer is
realy needed, a Limestone -concrete color you can lighten with white to
get it to look like stone is Ben Moore Briarwood. I would not leave any
chunks, clean it well or all the crap will show through.