Attack of the Puppet People (1958)

A mad scientist invents a machine that can shrink people down to doll size. He uses this machine to shrink unsuspecting victims and keeps them as his own dolls. A group of people find themselves trapped in the scientist's secret laboratory, trying to escape before they too become puppets.