It’s a Secret! by Burningham, John

One night Marie Elaine finds her cat Malcolm dressed to go to a party. On condition she keep his secret, Malcolm agrees to let her come with him, and they set off through the streets – a dangerous journey, for Marie Elaine is now as small as her cat