Is a lease legit if only the tenants sign it?

I was trying to get an apartment with my husband, but our credit is bad so we needed 2 co signers. My husband and I signed the lease but then our co-signers backed out on us. The apartment complex told us that they had the right to keep our security deposit. Is this true? My co signers names are also on the lease, they just didn't sign it.