The directed movement of an endothelial cell guided by a specific chemical concentration gradient. Movement may be towards a higher concentration (positive chemotaxis) or towards a lower concentration (negative chemotaxis). [ http://purl.obolibrary.org/obo/CL_0000115 GOC:BHF ]