There's probably a reason.

Don't meet Ilvl requirement
Healers or tanks that don't fit into existing parties because the slots are filled
The specific job they are playing is excluded/locked out from the slot
Clear parties
Learning parties
Farm parties
Someone they hate is in the other party/they might be blacklisted from joining
They just left that group and don't like it so they make their own group