Why am I getting skinnier?

I have been working out for a little over 3 weeks now and I've noticed i've gotten skinnier, which I don't want. Is that normal, will I eventually get bulkier? Particularly my chest and waist have gotten smaller. Should I cut down on cardio as well? Maybe i'm doing too many repetitions? Any suggestions would be appreciative