Relay if powered with ac supply then turns adjacent circuit on automatically
One thing that I noticed: This board has absolutely no capacitor on the supply side (between 5V and GND). This will cause a voltage drop on 5V as soon as one relay is switching.

You need to add a big (like 100uF) capacitor between 5V and GND.