Calendar invitations from unknown third parties

You can’t. Just don’t accept them. It’s because the email account that hosts your calendar is on spam lists. So the only real solution is to change your email address and delete the one that is being spammed.

Recently there was a strange email address on my phone giving me an invite to a meet with old friends and a couple of people I don’t know how is this possible

Already answered by Lawrence Finch.