Network lags when pc switches on

Hi all,

I have a weird problem, so I have two pcs running off the same router (wired). However,when my second pc switches on, it causes my first computer to have a massive lag spike (for 20seconds or so). Its not enough to disconnect me from a game, but enough to disrupt. It happens like clockwork and I have no idea what is going on....