In custodial lightning one trusts a service provider with ones bitcoin.

In non-custodial lightning one runs a bitcoin node and locks bitcoin in an online hot wallet with a set of multisig smart contract channels with strangers.

In the former you risk being rugged.

In the latter you have built a giant fortress of footguns that must be carefully maintained.

There's a lot more than just those things that make them different, but...