Hi yes you are right it’s a power problem and also a cable problem camera systems run on coax or cat5 with baluns  your lead kits are cheap and nasty and this has been discussed on the forum for years   amcrest power supply. 
  it’s too small to run all your cameras  put you hand on it in day and night and feel how hot it gets   cable kits.  
cable is too thin to carry the amps needed video side of cable is nasty speaker wire again too thin and is not 75ohm which is standard for cctv your lead kits are 100ohm   yes you can spend more on the system you now have ……. Cctv power supply $40 replace cable with coax shotgun or cat5 with BNC connectors that’s another $100