Study hypothesis: The investigators hypothesize that anti-EGFR-immunoliposomes selectively deliver cytotoxic compounds to EGFR-overexpressing tumors cells. Specific delivery is supposed to increase efficacy while reducing side-effects of the compound. The primary objective of this phase 1 trial is the determination of the maximum tolerated dose (MTD) for future phase 2 trials of this nanoparticle.