Can I get admission in IITs after completing Diploma in mechanical?

Yes, you can. The process is same as that of a plus two student. Write the JEE and get a good rank. But it will be very difficult for a student from Diploma to write JEE. The reason is simple, you won't be studying all the subjects which are main for JEE. You will study one particular topic in Diplo